{"as_of":"2026-08-11T03:19:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:b67f21df4f4e7cc51b2d219d07c136414a0e5ae83ddd45810352ef71c712a217","coverage":[{"denominator":195,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":100,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-09T22:54:24.659200Z","state":"measured"},{"denominator":105,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":105,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-10T06:31:04.303077+00:00","state":"measured"},{"denominator":5,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":5,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-13T06:42:45.558324Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-06-29T22:54:01.275994Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"cited_work":{"arxiv_id":"2501.18594","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2501.18594","snapshot_observed_at":"2026-06-29T22:54:01.275994Z","title":"Foundational models for 3d point clouds: A survey and outlook","venue":null,"work_id":"ee4b8039-786b-451d-a8fc-cd69ace1b5ee","year":2025},"citing_paper":{"arxiv_id":"2604.16680","last_updated":"2026-04-17T20:29:32Z","snapshot_observed_at":"2026-07-06T23:03:57.199731Z","submitted_at":"2026-04-17T20:29:32Z","title":"C-GenReg: Training-Free 3D Point Cloud Registration by Multi-View-Consistent Geometry-to-Image Generation with Probabilistic Modalities Fusion","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-05-10T08:32:40.226275Z"},"links":{"cited_paper":"/paper/2501.18594","citing_paper":"/paper/2604.16680"},"observation_digest":"sha256:ee09cdd62f708ebe32d62b2b489ece0426195907532180b57b329abd2feae466","observation_id":"1546e849-d941-4bfb-b0dd-51e0b67025ea","resolution":{"observed_at":"2026-05-10T08:32:51.680468Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"cited_work":{"arxiv_id":"2501.18594","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2501.18594","snapshot_observed_at":"2026-06-29T22:54:01.275994Z","title":"Foundational models for 3d point clouds: A survey and outlook","venue":null,"work_id":"ee4b8039-786b-451d-a8fc-cd69ace1b5ee","year":2025},"citing_paper":{"arxiv_id":"2605.15368","last_updated":"2026-05-14T19:47:43Z","snapshot_observed_at":"2026-07-06T23:26:41.848219Z","submitted_at":"2026-05-14T19:47:43Z","title":"Discretizing Group-Convolutional Neural Networks for 3D Geometry in Feature Space","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-05-19T15:56:51.657082Z"},"links":{"cited_paper":"/paper/2501.18594","citing_paper":"/paper/2605.15368"},"observation_digest":"sha256:ba41bbb98a93cd6112c9632bb6e61956b0704b119b72e892cc70b7b5fff2323a","observation_id":"6c619908-0f0d-4af6-96a4-8251ef3ea15a","resolution":{"observed_at":"2026-05-19T15:57:49.365985Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"cited_work":{"arxiv_id":"2501.18594","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2501.18594","snapshot_observed_at":"2026-06-29T22:54:01.275994Z","title":"Foundational models for 3d point clouds: A survey and outlook","venue":null,"work_id":"ee4b8039-786b-451d-a8fc-cd69ace1b5ee","year":2025},"citing_paper":{"arxiv_id":"2605.20737","last_updated":"2026-05-20T05:42:29Z","snapshot_observed_at":"2026-07-06T23:31:18.520630Z","submitted_at":"2026-05-20T05:42:29Z","title":"Resolving Long-Tail Ambiguity in Unsupervised 3D Point Cloud Segmentation with Language Priors","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-05-21T04:51:32.121026Z"},"links":{"cited_paper":"/paper/2501.18594","citing_paper":"/paper/2605.20737"},"observation_digest":"sha256:0fe6ee5dd8630d034ab8f65fa6b42c998871f450d8f506ea69e35ffea1bd04e0","observation_id":"62c0f79f-3ac6-4cbd-8f70-b94359546e27","resolution":{"observed_at":"2026-05-21T04:53:58.053468Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"cited_work":{"arxiv_id":"2501.18594","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2501.18594","snapshot_observed_at":"2026-06-29T22:54:01.275994Z","title":"Foundational models for 3d point clouds: A survey and outlook","venue":null,"work_id":"ee4b8039-786b-451d-a8fc-cd69ace1b5ee","year":2025},"citing_paper":{"arxiv_id":"2605.25449","last_updated":"2026-06-08T06:26:00Z","snapshot_observed_at":"2026-08-02T23:36:38.077200Z","submitted_at":"2026-05-25T06:00:01Z","title":"Pantheon360: Taming Digital Twin Generation via 3D-Aware 360{\\deg} Video Diffusion","version":2},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-06-29T22:46:55.049969Z"},"links":{"cited_paper":"/paper/2501.18594","citing_paper":"/paper/2605.25449"},"observation_digest":"sha256:dd56d6027e5c9ceb4041a0b4d74f686c35ca3e57886a4724a081a859e208b9f1","observation_id":"6f19c1d6-2b2d-45c2-bb93-beb760a76afb","resolution":{"observed_at":"2026-06-29T22:54:01.277496Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.18594","snapshot_observed_at":"2026-07-13T06:42:45.558324Z","title":"arXiv preprint arXiv:2501.18594 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.08798","last_updated":"2026-07-08T14:46:54Z","snapshot_observed_at":"2026-08-08T05:09:29.231599Z","submitted_at":"2026-07-08T14:46:54Z","title":"GReFEM: Multimodal LLMs as Zero-Shot Semantic Assistants for Physics-Guided 3D Mesh Refinement","version":1},"reference_index":65,"source":"arxiv_source","source_observed_at":"2026-07-13T06:42:45.558324Z"},"links":{"cited_paper":"/paper/2501.18594","citing_paper":"/paper/2607.08798"},"observation_digest":"sha256:c10d2f0e1a76f74af3c79a9114a29baa042c4af640fa29386875272438a64874","observation_id":"18b2e2e1-2824-43e5-a7cd-9cdbe6c006c3","resolution":{"observed_at":"2026-07-13T06:42:45.558324Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2501.18594/citation-record","integrity":"/paper/2501.18594/integrity","json":"/paper/2501.18594/citation-record.json","paper":"/paper/2501.18594"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.302560Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.302560Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:e36f62535db662a0f50bccdcf729d624bbb53f66b147036738d4b6b5429e685c","observation_id":"bc7dfbd2-6cdc-4bd3-8472-062479939c3e","resolution":{"observed_at":"2026-08-09T22:54:24.302560Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2208.04309","last_updated":"2022-08-08T17:59:11Z","snapshot_observed_at":"2026-08-10T21:33:35.527308Z","submitted_at":"2022-08-08T17:59:11Z","title":"3D Vision with Transformers: A Survey","version":1},"cited_work":{"arxiv_id":"2208.04309","doi":null,"metadata_source":"pith","pith_arxiv_id":"2208.04309","snapshot_observed_at":"2026-08-09T22:54:25.620875Z","title":"3D Vision with Transformers: A Survey","venue":"cs.CV","work_id":"d279aa84-08ff-453c-b676-8973b828b532","year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.307065Z"},"links":{"cited_paper":"/paper/2208.04309","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:c98ea1e4e4289a9b9292c6894d35754760b36ece543c2578f4aab067d8134a62","observation_id":"f141d820-27cb-4ce3-a978-ffcc93217c27","resolution":{"observed_at":"2026-08-09T22:54:25.624796Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.311358Z","title":"contributors","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.311358Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:51ba8d7787b4407b409121484dff9f83806c5e7e370644bf588ca668a26cb605","observation_id":"8bb0e135-0162-41fc-8432-76b6fb5d3bd2","resolution":{"observed_at":"2026-08-09T22:54:24.311358Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.315287Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.315287Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:471a45bbf3d68d9e7d72ee39332278897aeeb54ca7ac7070d9c44045982334e7","observation_id":"d9cf3ecd-9a22-4bae-a18c-1f63e0a7011a","resolution":{"observed_at":"2026-08-09T22:54:24.315287Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2205.07417","last_updated":"2022-09-21T15:10:21Z","snapshot_observed_at":"2026-08-10T21:33:14.491276Z","submitted_at":"2022-05-16T01:32:18Z","title":"Transformers in 3D Point Clouds: A Survey","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2205.07417","snapshot_observed_at":"2026-08-09T22:54:24.319194Z","title":"Lu et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.319194Z"},"links":{"cited_paper":"/paper/2205.07417","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:6fd365e5e4435ff29fc4cae574c0335384acbb0ecbf3adcf1815ea271a4c3efb","observation_id":"20447c8a-fbf4-4d37-9540-7176bb0df6ab","resolution":{"observed_at":"2026-08-09T22:54:24.319194Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.323256Z","title":"Mao et al","venue":null,"work_id":null,"year":1909},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.323256Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:782fc92c31bbe4d0fa3bff5cf676000b10e2b7ea3adbc7ae87f913cdad8198f7","observation_id":"2f74292d-5410-4d49-9486-781e95acaa36","resolution":{"observed_at":"2026-08-09T22:54:24.323256Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.04691","last_updated":"2023-05-08T13:20:55Z","snapshot_observed_at":"2026-07-06T15:24:34.433150Z","submitted_at":"2023-05-08T13:20:55Z","title":"Self-supervised Learning for Pre-Training 3D Point Clouds: A Survey","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.04691","snapshot_observed_at":"2026-08-09T22:54:24.327291Z","title":"Fei et al","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.327291Z"},"links":{"cited_paper":"/paper/2305.04691","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:29c7bd7b1af0ccbe83c581e49390c51662cbb140ab19813a425dd10f26bade3f","observation_id":"cfd23933-5876-48c9-9cb0-de581a0ca20a","resolution":{"observed_at":"2026-08-09T22:54:24.327291Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.331352Z","title":"Dai et al","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.331352Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:eca1848e6b915f0d94c79a1c943a5bbf634961fd58bb4e47683aca782b9cf13d","observation_id":"ac8e1277-fb34-422f-ad22-1865194f2548","resolution":{"observed_at":"2026-08-09T22:54:24.331352Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.335077Z","title":"Yeshwanth et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.335077Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:3cb90e3af34a0f546815f9be8a8b665b41ffe00b1d086c52204900b82418ab59","observation_id":"78db49e9-2475-4fba-9b21-1733fe422694","resolution":{"observed_at":"2026-08-09T22:54:24.335077Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.338588Z","title":"Schult et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.338588Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:ebc31e56f44942964d167de990fe01d83dfe2cbbb695955b2788f9df96a4f93b","observation_id":"a77482dc-5236-4f9c-873b-5a3a07246b3c","resolution":{"observed_at":"2026-08-09T22:54:24.338588Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.342287Z","title":"Wang et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.342287Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:9e93d4798e9de2c33dea848aa30bda5e5353831f44d94ec19c1e32f61edbcc95","observation_id":"745ff9a9-a905-496a-b140-9bf669de3703","resolution":{"observed_at":"2026-08-09T22:54:24.342287Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2108.07258","last_updated":"2022-07-12T23:45:14Z","snapshot_observed_at":"2026-08-02T09:20:40.804790Z","submitted_at":"2021-08-16T17:50:08Z","title":"On the Opportunities and Risks of Foundation Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2108.07258","snapshot_observed_at":"2026-08-09T22:54:24.345996Z","title":"Bommasani et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.345996Z"},"links":{"cited_paper":"/paper/2108.07258","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:4275c40fadf6af4bfc7aebca8aaa48e90bab99bc779c54a0e382548368e943b5","observation_id":"83dd8ea5-363b-4d0a-92ae-53c094e5eacf","resolution":{"observed_at":"2026-08-09T22:54:24.345996Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.349857Z","title":null,"venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.349857Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:ce3a7e382356446b20a01a4128341d9d7ed8fd4fef7aeb47c181b7d548d0cb38","observation_id":"3e42e7f1-e056-4886-b843-ab51e646b2c5","resolution":{"observed_at":"2026-08-09T22:54:24.349857Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.353222Z","title":null,"venue":null,"work_id":null,"year":1992},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.353222Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:60b850db03c6f2552b7d5c58a254d9e848742a9d8d7f495696666dbfbb772e60","observation_id":"b4234848-7739-4bf8-9e04-9f1df796c7e5","resolution":{"observed_at":"2026-08-09T22:54:24.353222Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.356512Z","title":"Devlin et al","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.356512Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:a0636d7fd7d82253c2859a51d179f69438702708b70a77ce72439ffe42346652","observation_id":"737309a8-aada-4185-8384-4667304a0c71","resolution":{"observed_at":"2026-08-09T22:54:24.356512Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.359764Z","title":"Brown et al","venue":null,"work_id":null,"year":1901},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.359764Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:bd82dcb2f06309b0acf825bbc95cbf84ac4a724389bce81831185e981c05e305","observation_id":"dce15a68-0e70-4cbc-ab3b-ba548eed6b4e","resolution":{"observed_at":"2026-08-09T22:54:24.359764Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.363438Z","title":"Radford et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.363438Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:9535922b17f573d3e4be04893d21f600e0e34e1aff14e014fe30a507d6d1d8bc","observation_id":"c56ea6b1-d4cd-4d5b-aec2-a7c0db22d09a","resolution":{"observed_at":"2026-08-09T22:54:24.363438Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.366717Z","title":"Zhu et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.366717Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:87f52614e2dc0b8e2d6c274d344b6f24cf9b78f84763cc08e15c1c8ad4a959fe","observation_id":"8028499c-c671-4f34-8ca9-1dbb57287e87","resolution":{"observed_at":"2026-08-09T22:54:24.366717Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2210.03114","last_updated":"2022-10-06T17:59:15Z","snapshot_observed_at":"2026-08-10T18:33:03.090898Z","submitted_at":"2022-10-06T17:59:15Z","title":"CLIP model is an Efficient Continual Learner","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2210.03114","snapshot_observed_at":"2026-08-09T22:54:24.370171Z","title":"Thengane et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.370171Z"},"links":{"cited_paper":"/paper/2210.03114","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:077dd85c378783689706a6a46a94d1da1c66baeeb4f2d24a94e4561d3f718258","observation_id":"6e0d6973-bbd4-4ed9-b284-083a3ca99db6","resolution":{"observed_at":"2026-08-09T22:54:24.370171Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.373871Z","title":"Kirillov et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.373871Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:c540457789d69931b307cb5f7e386ba65da85cf89c7ecd7ab489e124d6fce8e7","observation_id":"4b49d000-fbf9-43c2-b45b-678daf5e64cd","resolution":{"observed_at":"2026-08-09T22:54:24.373871Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.03678","last_updated":"2023-08-11T04:23:29Z","snapshot_observed_at":"2026-07-06T15:23:52.761222Z","submitted_at":"2023-05-05T16:48:45Z","title":"Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.03678","snapshot_observed_at":"2026-08-09T22:54:24.377087Z","title":"Zhang and R","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.377087Z"},"links":{"cited_paper":"/paper/2305.03678","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:03883063f368c476b9f9f8b7dfbccf251173b4dd2496a6b5ccc0f5874c6b3d63","observation_id":"4e49623e-56e3-4c0d-b9f7-1f31966aff56","resolution":{"observed_at":"2026-08-09T22:54:24.377087Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.380653Z","title":"Yang et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.380653Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:b0c499d26843cb83bc8a71ecacbb2227f6ee3512b0d90ee424c76d91cb05994c","observation_id":"6cab5ee9-ecdb-4907-85a4-258c7f4fe6e1","resolution":{"observed_at":"2026-08-09T22:54:24.380653Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.383807Z","title":"Xue et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.383807Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:36ec3faf96ce31670f8018f8a2d756a707a6c31942b34cbf9946f5686f5c8105","observation_id":"8172791b-f566-4e87-a6f2-73c5e33c2391","resolution":{"observed_at":"2026-08-09T22:54:24.383807Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.386910Z","title":"Xue et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.386910Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:7b410b52a386c116d107ef929835c0e11d4ac20bcc763d546d439d0943528459","observation_id":"c422eda9-1188-4695-981d-91ac64236bc3","resolution":{"observed_at":"2026-08-09T22:54:24.386910Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.390474Z","title":"Zhang et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.390474Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:169b8b17dc7c5f2020ec92923b7264b4257a244c766fc8111000196c25c404dd","observation_id":"a542dc37-b5ea-4a46-9195-5f044a493db5","resolution":{"observed_at":"2026-08-09T22:54:24.390474Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.393672Z","title":"Liu et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.393672Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:5414c9f19adc88372208d4e5be6716413656dadee62981cdeea59818b0538b91","observation_id":"5fa2554e-db0f-42bf-9202-2fee15a20b6e","resolution":{"observed_at":"2026-08-09T22:54:24.393672Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.396642Z","title":"Umam et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.396642Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:8d3b062b9ee1e1a3a316b40533a3a26bc3801d2639c4d532d650e1a8f4768f97","observation_id":"0a22f031-f50a-466d-8d30-2f4dbe6c4148","resolution":{"observed_at":"2026-08-09T22:54:24.396642Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.399859Z","title":"Bai et al","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.399859Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:e1e35ce6249248519bcb72e69fb2f3c88d1a5355f01704126ff4007387e9b06e","observation_id":"cf57f40c-da85-4d11-ae8b-ce21da69f734","resolution":{"observed_at":"2026-08-09T22:54:24.399859Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.403151Z","title":"Liu et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.403151Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:229a8f43da7baec2c1056d8875c98c694e7216ef5c9563edb633b8dbc3430c5d","observation_id":"2a728dc5-7d65-4005-8081-214988727776","resolution":{"observed_at":"2026-08-09T22:54:24.403151Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.09288","last_updated":"2023-07-19T17:08:59Z","snapshot_observed_at":"2026-08-07T12:56:43.323460Z","submitted_at":"2023-07-18T14:31:57Z","title":"Llama 2: Open Foundation and Fine-Tuned Chat Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.09288","snapshot_observed_at":"2026-08-09T22:54:24.406401Z","title":"Touvron et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.406401Z"},"links":{"cited_paper":"/paper/2307.09288","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:f75fce8980357792357972912b3fb54ffa7bb8086c5bebd87a025eef389b9bd9","observation_id":"1416608b-9831-442b-95bd-f0c942cf94a6","resolution":{"observed_at":"2026-08-09T22:54:24.406401Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.410290Z","title":"Chiang et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.410290Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:0402bbaa41bfbfaa9d3f57c97c70ae7a9013ef4d0fb4be543d873f15bf440bc8","observation_id":"304f3156-e5d8-4926-a747-9873f94ed9ff","resolution":{"observed_at":"2026-08-09T22:54:24.410290Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2306.11644","last_updated":"2023-10-02T06:12:30Z","snapshot_observed_at":"2026-08-10T21:55:43.802039Z","submitted_at":"2023-06-20T16:14:25Z","title":"Textbooks Are All You Need","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.11644","snapshot_observed_at":"2026-08-09T22:54:24.413557Z","title":"Gunasekar et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.413557Z"},"links":{"cited_paper":"/paper/2306.11644","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:b1a92228b7ee2f2529a1cdee72bd14e77bcebf82ab3c713c7228cffd9bb107b0","observation_id":"33b2c1ce-fb1e-4014-8355-eb1ab8982557","resolution":{"observed_at":"2026-08-09T22:54:24.413557Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.417459Z","title":"Luo et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.417459Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:d29d87651aaf859387bb54097a08e4e69830a40a9d0725042c3de3a6b33c890b","observation_id":"91befe79-db22-4504-a7b8-ca8bd8db1fa3","resolution":{"observed_at":"2026-08-09T22:54:24.417459Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.420935Z","title":"Qi et al","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.420935Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:365af32be3fb57d50351df8af51c31578ee900424c8d81fc56ec0a269226688d","observation_id":"1c642a24-2dfb-4d1e-9614-16a6c1134d7a","resolution":{"observed_at":"2026-08-09T22:54:24.420935Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.02299","last_updated":"2023-08-03T14:17:22Z","snapshot_observed_at":"2026-08-07T15:57:26.754764Z","submitted_at":"2023-08-03T14:17:22Z","title":"RegionBLIP: A Unified Multi-modal Pre-training Framework for Holistic and Regional Comprehension","version":1},"cited_work":{"arxiv_id":"2308.02299","doi":null,"metadata_source":"pith","pith_arxiv_id":"2308.02299","snapshot_observed_at":"2026-08-09T22:54:25.539582Z","title":"RegionBLIP: A Unified Multi-modal Pre-training Framework for Holistic and Regional Comprehension","venue":"cs.CV","work_id":"5023e71f-c95a-4df4-b6de-20f0a5e7e7d3","year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.424377Z"},"links":{"cited_paper":"/paper/2308.02299","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:3b50dbbc70fd842a9a5630c38e1c4a2b7ab03df1c3bbe439e09f989b2af9e2c1","observation_id":"4b69cb17-5f43-46b9-9fad-e6a8ac128237","resolution":{"observed_at":"2026-08-09T22:54:25.543606Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.428443Z","title":"Chen et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.428443Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:e0fe84671f13ea58e9b6db2b52ee07f5c95b64e335db7c91ed3d0de0a3d628f3","observation_id":"61f03748-4333-4386-899c-90051ae9eaa7","resolution":{"observed_at":"2026-08-09T22:54:24.428443Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.431869Z","title":"Roh et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.431869Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:7709a216c17690570d2d7b765e5ac2a11feac66d6ea30c76a7ba9868aedc32b0","observation_id":"9e52f87a-ccb5-46e9-9a47-5af48ed68fab","resolution":{"observed_at":"2026-08-09T22:54:24.431869Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.435305Z","title":"Huang et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.435305Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:95e5cd3d03b10272310453868834a2523575a46bdc4b0218ca962ba774a8919a","observation_id":"3f2cafdf-42c6-4d94-b109-e1fd484563b6","resolution":{"observed_at":"2026-08-09T22:54:24.435305Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.438842Z","title":"Ye et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.438842Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:3e85f5e05e7e4dc78a7d215db52e6bab13a37158a94c6d314f6c6cb4cb8a00f7","observation_id":"2ce7cd12-29b7-4f89-908f-c29ae8e915fc","resolution":{"observed_at":"2026-08-09T22:54:24.438842Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.03905","last_updated":"2023-09-11T20:25:16Z","snapshot_observed_at":"2026-08-08T23:15:31.134799Z","submitted_at":"2023-09-07T17:59:45Z","title":"ImageBind-LLM: Multi-modality Instruction Tuning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.03905","snapshot_observed_at":"2026-08-09T22:54:24.442236Z","title":"Han et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.442236Z"},"links":{"cited_paper":"/paper/2309.03905","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:f6c4ab5ca6ad606f443b18d0858b5ae8ce4896e8439bfd268bb84c0a0d2e0576","observation_id":"5d2fbb9c-f0fb-42c2-a77d-cca1abe8b6ae","resolution":{"observed_at":"2026-08-09T22:54:24.442236Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.446278Z","title":"Jia et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.446278Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:922ab2731124571b9d057a4b2c0d66e511f7366e02d5281fb684e35f1aa9b618","observation_id":"e87ae9a2-af2f-41bc-b149-8c1c0a238343","resolution":{"observed_at":"2026-08-09T22:54:24.446278Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.449730Z","title":"Liu et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.449730Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:4bb8398db89a69678241e545bc092a0e37b0a75d18f2a71fc5fcdac31dbe27b0","observation_id":"ef38967c-4c3c-47c0-abe7-d0d1f982b9e5","resolution":{"observed_at":"2026-08-09T22:54:24.449730Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.453405Z","title":"Zhu et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.453405Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:c8ba55976002eab06136ec9858c266017e38fe8cf995ce271401a1cb99c4a9b7","observation_id":"85db6d7a-47ce-45e4-8ba4-3260ff566c69","resolution":{"observed_at":"2026-08-09T22:54:24.453405Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.456992Z","title":"Guo et al","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.456992Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:0245a95578543b9a936a7e3d60d4d09978acbec313faa83c20a81ae74d398453","observation_id":"221b3adf-44b6-432f-a64f-b6108bec53d3","resolution":{"observed_at":"2026-08-09T22:54:24.456992Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.460548Z","title":"Zeng et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.460548Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:4175ee01993abd1b9678cb113488d304cc07f5a63ec6ddef8b04b46a6372f0f2","observation_id":"5e927d05-9031-43bf-8813-c5c6898557fc","resolution":{"observed_at":"2026-08-09T22:54:24.460548Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.463855Z","title":"Wang et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.463855Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:436fa03d9d748c6befe42c482d38e07fc8a7232ec470a5e6e55dc531a3dc9625","observation_id":"7e711927-e4c1-4d1d-b1a5-e67bbc5ef22d","resolution":{"observed_at":"2026-08-09T22:54:24.463855Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.467383Z","title":"Prakash et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.467383Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:d191d93785a916219dd73703966227c66754eedea5d9467c8d2c837e6e993df6","observation_id":"50010f26-c1ec-45b5-a038-16fc25b71a7f","resolution":{"observed_at":"2026-08-09T22:54:24.467383Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.470956Z","title":"Tang et al","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.470956Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:cecfd540d99f9d2f9a7777893fe7be2411dc15495231785b13372bdb22500d72","observation_id":"fd17bf02-8c35-430b-8759-a6a57d796e0d","resolution":{"observed_at":"2026-08-09T22:54:24.470956Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.474903Z","title":"Awais et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.474903Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:e9e543595a9f093124d69802511a67afc6c6cd9fa2875bac35bf4fa5096e75a3","observation_id":"e600dd4f-e58a-44b0-b503-e0c682577642","resolution":{"observed_at":"2026-08-09T22:54:24.474903Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.478645Z","title":"Xiao et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.478645Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:c8503d6a733fe4af73301581647cadbface46170b0eeeaf45feb4a47a17f3929","observation_id":"915fc861-4a18-4153-b253-49765d9ed00f","resolution":{"observed_at":"2026-08-09T22:54:24.478645Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.482479Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.482479Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:d314772150c8b676330224d25bc1e7178a877bb79d1547dcbc38cbefd6b9d37b","observation_id":"4da8fa35-d753-4676-baec-48d9459d2bb7","resolution":{"observed_at":"2026-08-09T22:54:24.482479Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.486063Z","title":"Wu et al","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.486063Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:b1b1769c37513ceffd09c8161a8962157cd68330c09924cac898bc42a32264e1","observation_id":"680515aa-2a67-45f4-85cd-4b48153b0e1c","resolution":{"observed_at":"2026-08-09T22:54:24.486063Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.489503Z","title":"Fu et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.489503Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:dd5f874437485b5fc73fef7f10c4dfce9797a21eb442a8309d7a55494604bff9","observation_id":"51d93501-6dbc-455b-81fb-65c7925defd8","resolution":{"observed_at":"2026-08-09T22:54:24.489503Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.492877Z","title":"Collins et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.492877Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:1f137356807f2b2b81f59ef9704c21f3f5251b274548fd2d4015b8c2bdc874ab","observation_id":"f7083577-ed2a-4d2c-aa50-53bfb57cb9f8","resolution":{"observed_at":"2026-08-09T22:54:24.492877Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.496300Z","title":"Jensen et al","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.496300Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:c3e406bbf9ea304221fb22890c04b06c3522d99037fd253929aeb29f507a43b4","observation_id":"de3aeb68-da04-4d77-991e-91b86c30205d","resolution":{"observed_at":"2026-08-09T22:54:24.496300Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.499967Z","title":"Yao et al","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.499967Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:ba1a00a6bdaf9d7b07a5a44c9acc5864aee777927438dff6b6ae1cfd9e14499f","observation_id":"e40e4e66-7555-461f-bb50-ab87adc85a17","resolution":{"observed_at":"2026-08-09T22:54:24.499967Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.503987Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.503987Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:9c242334430d0a9fd272b05b46eadffdd6e9251edf2175937ca5ddda904cf101","observation_id":"2cc2201d-01e3-448f-9cb1-3939bc228f23","resolution":{"observed_at":"2026-08-09T22:54:24.503987Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.507516Z","title":"Downs et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.507516Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:800adf04bc753d444ffd81a425c105c23f162538a8af10718597a2224651d9da","observation_id":"67f64991-3dc0-409d-b38d-92e38feb327f","resolution":{"observed_at":"2026-08-09T22:54:24.507516Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.511012Z","title":"Liu et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.511012Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:556b093d63fc1f5bd7d215a7dba576212a9ce97bada169183b751fe82077cf6c","observation_id":"3fcf5392-0fd4-4947-ae79-a538133b4b61","resolution":{"observed_at":"2026-08-09T22:54:24.511012Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.514535Z","title":"Reizenstein et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.514535Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:2f00061a0aa6991881af06730e9622b0284bd37e63b72d98f64aee04af61382f","observation_id":"a3ace70e-77fe-4c0e-ab15-fcf78c2f9053","resolution":{"observed_at":"2026-08-09T22:54:24.514535Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.518238Z","title":"Wu et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.518238Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:de0fc2ae7104874ffafb6f6c3150b9779bf88b5c8ca88b90406dba2d57766e5e","observation_id":"05967fed-d51e-4ca1-8f04-fe3252d6de7b","resolution":{"observed_at":"2026-08-09T22:54:24.518238Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.522086Z","title":"Chang et al","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.522086Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:f9f5976978f9c3e8c00a3b1368e366ecb8d4adae9a53c236aa90cfd949f0ebfe","observation_id":"137a3fd0-db7c-491c-93d1-d3cf16152da5","resolution":{"observed_at":"2026-08-09T22:54:24.522086Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.525729Z","title":"Zhou et al","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.525729Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:fa10a9598fe9b4d33f96cb8d7642438da95fdef5e4d0b07b3a66bc6d11556c46","observation_id":"82f5cf61-b4ad-48d9-8b6d-6ae61e062b8f","resolution":{"observed_at":"2026-08-09T22:54:24.525729Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.529369Z","title":"Baruch et al","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.529369Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:4a1a62f3a6293dd2d6eba61ef01d29ebd1cc47c7bef2148a158f701b15cf317f","observation_id":"506d69c3-c801-4091-a066-7f9fd4bf9cbf","resolution":{"observed_at":"2026-08-09T22:54:24.529369Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.533468Z","title":"Rozenberszki et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.533468Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:04566626ab1b77038dc1ae57e367a9b327ac221de5240e0e9749220947a3035a","observation_id":"a5dbcb74-6d6c-4ddf-9841-d65bce54239c","resolution":{"observed_at":"2026-08-09T22:54:24.533468Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.537073Z","title":"Behley et al","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.537073Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:2b7ca7a54bd1f63ec9cdb8be59ad6a29613a713ac6e8710482b66eccd0ed4cce","observation_id":"390d3a2b-fd14-436b-911d-a2b5466c6b3f","resolution":{"observed_at":"2026-08-09T22:54:24.537073Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.540537Z","title":"Deschaud et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.540537Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:d0228ba90b8b13a6251c43ece7c741fde2a7afc8c281db2c53d04fd88a05117b","observation_id":"9261b824-0aec-4e88-a54f-6411d97b08e8","resolution":{"observed_at":"2026-08-09T22:54:24.540537Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.544006Z","title":"Caesar et al","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.544006Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:145168b660e52b60fdac56bb53a8d0112c70d21d3ac01d76ed5f849dfaa81512","observation_id":"651ef3ba-8c86-4d9f-a1f4-5ba8ef32987a","resolution":{"observed_at":"2026-08-09T22:54:24.544006Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.547394Z","title":"Dai et al","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.547394Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:1a9d5b5e7a8cbe13a3873c36ce05bb6b722714edeb4a0ef61e7fa039d0804f7e","observation_id":"b31e11ed-60e2-448a-90f6-0de7af964aa8","resolution":{"observed_at":"2026-08-09T22:54:24.547394Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.550926Z","title":"Caesar et al","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.550926Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:b2a99ca4cefe1e30764d194996aa8c405025f4591baa53eff0ce603b12e8162a","observation_id":"73f17603-7fba-41ca-b8b3-64c957def597","resolution":{"observed_at":"2026-08-09T22:54:24.550926Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.554202Z","title":"Deitke et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.554202Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:385ce661bf512c4dcf376202306ecd76deb8ead4909ba27e55f8257b882bc30d","observation_id":"411238c6-b11b-4a9c-8180-e86bcac9e3e4","resolution":{"observed_at":"2026-08-09T22:54:24.554202Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.557698Z","title":"Chen et al","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.557698Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:8bce92572d6dea13163ddd8a7da37491e9b43a473cc1ea5d4b252afc7629d8c2","observation_id":"1e8874bd-983c-44c6-a316-e7c3e4bd976d","resolution":{"observed_at":"2026-08-09T22:54:24.557698Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.09340","last_updated":"2024-09-24T03:18:24Z","snapshot_observed_at":"2026-08-10T23:05:28.408786Z","submitted_at":"2024-01-17T17:04:35Z","title":"SceneVerse: Scaling 3D Vision-Language Learning for Grounded Scene Understanding","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.09340","snapshot_observed_at":"2026-08-09T22:54:24.561645Z","title":"Jia et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.561645Z"},"links":{"cited_paper":"/paper/2401.09340","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:c319d0671b1b92dd848cbfa7f5ec09e58f8787bcaff6e05fb20634ab3ce0bcd3","observation_id":"5139916e-add7-4b2e-9f91-d799280d6dd8","resolution":{"observed_at":"2026-08-09T22:54:24.561645Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.14074","last_updated":"2023-12-21T17:52:12Z","snapshot_observed_at":"2026-07-06T17:06:41.478216Z","submitted_at":"2023-12-21T17:52:12Z","title":"LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.14074","snapshot_observed_at":"2026-08-09T22:54:24.565347Z","title":"Yang et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.565347Z"},"links":{"cited_paper":"/paper/2312.14074","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:8de64e0b37c714476ec78dbfd51b65aa6a6f4b962fc90356851ad2515e711c02","observation_id":"f146166c-6599-40f5-aaec-d3014563477a","resolution":{"observed_at":"2026-08-09T22:54:24.565347Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.08774","last_updated":"2024-03-04T06:01:33Z","snapshot_observed_at":"2026-08-07T07:30:12.213965Z","submitted_at":"2023-03-15T17:15:04Z","title":"GPT-4 Technical Report","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.08774","snapshot_observed_at":"2026-08-09T22:54:24.568967Z","title":"Achiam et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.568967Z"},"links":{"cited_paper":"/paper/2303.08774","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:fe13a89e01fc6dfc734f2c369abfab23c65762a7770c01fa47c27ad816d37f76","observation_id":"40bbb59e-a548-41e1-825f-67263b115969","resolution":{"observed_at":"2026-08-09T22:54:24.568967Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.572555Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.572555Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:4b17dc1cfd133ca2bea6def272ce391e2460d3d755c83d044981e46101fbe110","observation_id":"2aebc524-5e26-44bd-aa9a-1dc1828f0878","resolution":{"observed_at":"2026-08-09T22:54:24.572555Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.576191Z","title":"Achlioptas et al","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.576191Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:93279d0856cbce1f49c0d43c45377a15d8eaf4f5c51ea2301ddb5266331dda47","observation_id":"84de0cb3-94d7-47aa-bde3-4b3c1a99097a","resolution":{"observed_at":"2026-08-09T22:54:24.576191Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.579489Z","title":"Zhang et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.579489Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:c109785a5967d51ea857b732939f347606239410dff745c5ffcf7a9901ec7602","observation_id":"7b99fe17-8494-483a-8312-bf7c9cc1ac94","resolution":{"observed_at":"2026-08-09T22:54:24.579489Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.582899Z","title":"Ma et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.582899Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:1d7ac4118377119f845acfcbe2ab80bddf05d79788479bf1b3608f1d0e2b5446","observation_id":"62dd3949-d4dc-421d-8fa8-4248ad2884bb","resolution":{"observed_at":"2026-08-09T22:54:24.582899Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.586542Z","title":"Donahue et al","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":80,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.586542Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:e0250284822a668ac6c4c709a4b03a5ab13fba997fdc4a63bf63cb9b382295c0","observation_id":"84bdcf12-3b55-425a-92c6-350c719d4c10","resolution":{"observed_at":"2026-08-09T22:54:24.586542Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.590337Z","title":"Russakovsky et al","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":81,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.590337Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:949624455ef921d2a7b793d6e9bbaefc92442119a4e2dcfc40f8d90408909699","observation_id":"ab869a8b-c05c-48fe-a763-434dbe052966","resolution":{"observed_at":"2026-08-09T22:54:24.590337Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.593987Z","title":"He et al","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":82,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.593987Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:e61c0f25e6be85c425940048ee05b3d94991539dd7f40fe6e25ba8f321881c9e","observation_id":"bf05aae9-72e2-48b4-85ad-9628eea6d0dd","resolution":{"observed_at":"2026-08-09T22:54:24.593987Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.597597Z","title":"Radford et al","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":83,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.597597Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:f7fc7cc62d9d5b4bfa984b7ba2f3bc2a2a6bc86c339020b2c1e788df951ce44c","observation_id":"45d1a81e-3beb-4448-90cf-cbd7c90639bf","resolution":{"observed_at":"2026-08-09T22:54:24.597597Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2206.07682","last_updated":"2022-10-26T05:06:24Z","snapshot_observed_at":"2026-08-02T15:56:35.249569Z","submitted_at":"2022-06-15T17:32:01Z","title":"Emergent Abilities of Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2206.07682","snapshot_observed_at":"2026-08-09T22:54:24.601142Z","title":"Wei et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":84,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.601142Z"},"links":{"cited_paper":"/paper/2206.07682","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:a94545e115032333f7819c805980cda9927a7388643956ec076735a92f07a2e3","observation_id":"15e84de4-f3e0-45b9-bb43-33ecacf78d47","resolution":{"observed_at":"2026-08-09T22:54:24.601142Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.604860Z","title":"Dosovitskiy et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":85,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.604860Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:8b1715109034cb4c71cd02a2b0c87f0988fc30652169e5fe37026c5076eb9977","observation_id":"1de13fb8-7892-46e3-9fc3-279f506c3667","resolution":{"observed_at":"2026-08-09T22:54:24.604860Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.608307Z","title":"He et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.608307Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:191a5a1eb09e877a07acd947b2e67bbb2c02009884a430b140d4853baf2a28ca","observation_id":"3b0ee68e-59c0-4d29-829a-9d360e5b38df","resolution":{"observed_at":"2026-08-09T22:54:24.608307Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.611749Z","title":"Deng et al","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":87,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.611749Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:98b59df0ae884899fbb663cc8e05f0f17e1176e850397a433c59f872c573c579","observation_id":"f8e85105-3f8d-49ee-9978-24a7c6ca4d8a","resolution":{"observed_at":"2026-08-09T22:54:24.611749Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.615234Z","title":"Sun et al","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":88,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.615234Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:43a674816863c45bca29daa15c136058849cdb608d2bd0b6bc24e38029bdfd9f","observation_id":"e79efdb0-f7ea-4bce-9da1-c332a3e3b20c","resolution":{"observed_at":"2026-08-09T22:54:24.615234Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.18223","last_updated":"2026-03-18T05:34:39Z","snapshot_observed_at":"2026-08-06T23:27:24.356320Z","submitted_at":"2023-03-31T17:28:46Z","title":"A Survey of Large Language Models","version":19},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.18223","snapshot_observed_at":"2026-08-09T22:54:24.618948Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":89,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.618948Z"},"links":{"cited_paper":"/paper/2303.18223","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:8379b3ccb95f17ab909001f944c7862d94a8f1b6106dabff3dc3503778ebc735","observation_id":"b517d728-e91e-452a-862f-b612f21c00f7","resolution":{"observed_at":"2026-08-09T22:54:24.618948Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.622901Z","title":"Li et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":90,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.622901Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:a4cf1a49a3f90b9c63c5b7b70fe76cc6389daf644812f782c14dc6d38ff0b85b","observation_id":"1b83bdf3-e7a4-4a67-ac1b-fc4a3240d7c5","resolution":{"observed_at":"2026-08-09T22:54:24.622901Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.626428Z","title":"Alayrac et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":91,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.626428Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:4bef20a0a8b59555856e22429ab8b8867a9f49bedca82144b86dab9d8c418787","observation_id":"6fe08c5e-f6dd-4dd4-983e-2023b6d5ad5f","resolution":{"observed_at":"2026-08-09T22:54:24.626428Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.12148","last_updated":"2023-12-19T13:31:24Z","snapshot_observed_at":"2026-07-06T17:05:19.007669Z","submitted_at":"2023-12-19T13:31:24Z","title":"Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.12148","snapshot_observed_at":"2026-08-09T22:54:24.630078Z","title":"Xu et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":92,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.630078Z"},"links":{"cited_paper":"/paper/2312.12148","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:5a2138a5151f787ca8a77e0a26679d51889de229b18919273f029a5b28bbe391","observation_id":"5303f824-054c-48ed-b6ed-206fd98aeb9d","resolution":{"observed_at":"2026-08-09T22:54:24.630078Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.12620","last_updated":"2023-12-29T03:40:59Z","snapshot_observed_at":"2026-07-06T15:19:39.223171Z","submitted_at":"2023-04-25T07:34:22Z","title":"Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation","version":7},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.12620","snapshot_observed_at":"2026-08-09T22:54:24.633847Z","title":"Wu et al","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":93,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.633847Z"},"links":{"cited_paper":"/paper/2304.12620","citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:d17c7d934b8960d14d537714dea5efbab226ae1564f6b035a3b1b753631f22b7","observation_id":"efeddd36-a194-41e3-a6c5-376ae77b3ca4","resolution":{"observed_at":"2026-08-09T22:54:24.633847Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.637670Z","title":"Lester et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":94,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.637670Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:8e3ec51dce5a849de078f73c62c4d795fa80c3c7145c4eb8510c64fe39e278d7","observation_id":"e75b242f-d49e-40d1-b701-c8903156d778","resolution":{"observed_at":"2026-08-09T22:54:24.637670Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.641181Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":95,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.641181Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:22535b6978dc5004cedcd005a901d4ea6def18cab4751aa9ace105f105c7d237","observation_id":"f37aa857-0d03-4527-adfe-73ca234ac738","resolution":{"observed_at":"2026-08-09T22:54:24.641181Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.644723Z","title":"Dettmers et al","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":96,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.644723Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:09cffa297bf1de817062b5e352ca4d586d19e50d7d8d99efa47389ce2fb2203d","observation_id":"810a3b8b-f2e5-422f-9e1a-638ca1a16670","resolution":{"observed_at":"2026-08-09T22:54:24.644723Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.648606Z","title":"Xu et al","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":97,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.648606Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:028c86b1a8ce5d4b3a46d354c4d3efce9eab72bb3fca0ec8d419220db4dd16a7","observation_id":"cc9b5f96-106b-4529-a30c-3334a3f7a7ee","resolution":{"observed_at":"2026-08-09T22:54:24.648606Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.652153Z","title":"Qian et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":98,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.652153Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:7f4dcc26bf02761082292ec7662ce30f40e98b92d0c4f4510fc659980e464f84","observation_id":"6d6e4d42-4c70-4368-8bcc-3d40dc65baea","resolution":{"observed_at":"2026-08-09T22:54:24.652153Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.655612Z","title":"Kang et al","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":99,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.655612Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:a4f7c13b6254d354aa57b2f91efe121dd4bb76788f4f126df50a82c8e07c5800","observation_id":"7a18df7f-ea35-4c60-9745-fad8c9bc6701","resolution":{"observed_at":"2026-08-09T22:54:24.655612Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T22:54:24.659200Z","title":"Wu et al","venue":null,"work_id":null,"year":1912},"citing_paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook","version":1},"reference_index":100,"source":"pdf_text","source_observed_at":"2026-08-09T22:54:24.659200Z"},"links":{"citing_paper":"/paper/2501.18594"},"observation_digest":"sha256:e07c644864dcdb4e4efa42694ea1e6980e1c7ae4dd1120bea7eca324229de17b","observation_id":"2adb0d4b-30b4-4f76-9536-be8dddb82c01","resolution":{"observed_at":"2026-08-09T22:54:24.659200Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2501.18594","last_updated":"2025-01-30T18:59:43Z","latest_version":1,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-10T21:33:12.435265Z","submitted_at":"2025-01-30T18:59:43Z","title":"Foundational Models for 3D Point Clouds: A Survey and Outlook"},"reference_resolution":{"displayed":100,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":98,"verified_exact":2,"verified_fuzzy":0},"total_outbound_references":195},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"thesis":"As of 11 August 2026, this Paper Citation Record lists 100 of 195 outbound references and 5 inbound Pith citation observations for arXiv:2501.18594."}