{"as_of":"2026-08-09T22:54:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:9ea2eac037165486d1cd3f7b12df48dc7e246692a7fc408af4895bab946aae22","coverage":[{"denominator":46,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":46,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-01T02:38:21.347742Z","state":"measured"},{"denominator":46,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":46,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2607.25393/citation-record","integrity":"/paper/2607.25393/integrity","json":"/paper/2607.25393/citation-record.json","paper":"/paper/2607.25393"},"outbound":[{"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":"2026-08-01T02:38:21.203195Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.203195Z"},"links":{"cited_paper":"/paper/2303.08774","citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:114b9aeb3677f502800f947f838b99b41886507a04db702c08deb1610f5d53ea","observation_id":"224033c7-99e5-485e-91da-00d5162ecb0a","resolution":{"observed_at":"2026-08-01T02:38:21.203195Z","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":"2026-08-01T02:38:21.207651Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.207651Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:6f634bf7e6950b26b416be5e6913c0a2f9b375197cbfb895c89b9d0228ed4566","observation_id":"57e66fed-4cc9-4026-81cb-6ecc3a609250","resolution":{"observed_at":"2026-08-01T02:38:21.207651Z","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":"2026-08-01T02:38:21.211006Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.211006Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:4cae3e426ea1da365ff5017d750ddafe734fdfda4359fdc4573a2d18d5705793","observation_id":"db9a3ed0-7254-4fab-8e0c-ed7a2091d54a","resolution":{"observed_at":"2026-08-01T02:38:21.211006Z","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":"2026-08-01T02:38:21.214308Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.214308Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:bdac4672a129125dfeadc2f24767f8ca5d52139a20ee686490f1420bf1f8506f","observation_id":"7d4ecd3c-20ed-487c-b80e-6b4c0c4328ed","resolution":{"observed_at":"2026-08-01T02:38:21.214308Z","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":"2026-08-01T02:38:21.218046Z","title":"Gonzalez, Ion Stoica, and Eric P","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.218046Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:282350d784e04af8df679a692a06dde64e55749f342146c42046c269b852d84f","observation_id":"3b323443-c956-4754-b110-99bfa03d68ad","resolution":{"observed_at":"2026-08-01T02:38:21.218046Z","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":"2026-08-01T02:38:21.221465Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.221465Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:6365f481e44675e0dde3091883baa4d82410d8fc67c702d01e65f3c7f79fe7c7","observation_id":"4e9e41b9-cb46-4bfe-94b3-c8c5dda9ba58","resolution":{"observed_at":"2026-08-01T02:38:21.221465Z","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":"2026-08-01T02:38:21.225178Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.225178Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:a5d088534f433ec40beb67d3ac8eb7c79397df1381e139eb4faa5781f828fd5f","observation_id":"25e3b31b-d599-4305-b96d-38973e789649","resolution":{"observed_at":"2026-08-01T02:38:21.225178Z","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":"2026-08-01T02:38:21.228463Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.228463Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:5d22e87104fbe03622350d40c0635b0a119356611369e8096c2208719f2e4a84","observation_id":"c6d93e78-bb92-4b76-b8fd-b727750d363f","resolution":{"observed_at":"2026-08-01T02:38:21.228463Z","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":"2026-08-01T02:38:21.231671Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.231671Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:27be0bfebaad4e16aaec3d5e40777f1c494a7ece50e2f6523b1d0db0fe51e010","observation_id":"4fa2b8a2-7ea3-4fb8-8f87-febe8ff6e6a1","resolution":{"observed_at":"2026-08-01T02:38:21.231671Z","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":"2026-08-01T02:38:21.238108Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.238108Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:b1bfc5d243e2fb96debceb8989a6f653ec0f857f5260b1ed5aec73384d80fd8e","observation_id":"4199c555-493a-41fb-83a3-ab73c58d7c88","resolution":{"observed_at":"2026-08-01T02:38:21.238108Z","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":"2026-08-01T02:38:21.241206Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.241206Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:53263eaf8bb6817b80c2e3befe133e1189d63821e5478cf468af95fdc682c0ba","observation_id":"f8b2eed3-eedd-4053-a7d8-0b0ba3469e55","resolution":{"observed_at":"2026-08-01T02:38:21.241206Z","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":"2026-08-01T02:38:21.244265Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.244265Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:eb386598cacce684f7de30159d8eef3b6df636a72ae3dec0b5fc30d82ec8d993","observation_id":"73a63252-7071-46e9-bc9f-a157faaf6b92","resolution":{"observed_at":"2026-08-01T02:38:21.244265Z","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":"2026-08-01T02:38:21.247541Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.247541Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:701b0acc44d91adbada7c775c678da96f1fceed3214ed70edd9904ed6c118dcc","observation_id":"9d594d74-7e54-44a3-8f28-7ee3da54f482","resolution":{"observed_at":"2026-08-01T02:38:21.247541Z","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":"2026-08-01T02:38:21.250653Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.250653Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:594d89dc5cd354c9191ea327cf4a9a64362bffa1a219e0e3f94e159137661bce","observation_id":"eedd2dc4-5b05-4c84-b4c8-a4ce0b441865","resolution":{"observed_at":"2026-08-01T02:38:21.250653Z","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":"2026-08-01T02:38:21.253590Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.253590Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:ea779a9625ab3880994d01ade18b8a408c1e3fc69e52a2301b3a35457f4eb3ad","observation_id":"238c93da-a448-4529-84fb-6db8ac9062af","resolution":{"observed_at":"2026-08-01T02:38:21.253590Z","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":"2026-08-01T02:38:21.260365Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.260365Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:3e89e40201edc2e3b5f1ad0f9352891eee6b95d7b514f0db01948daeae6f26bc","observation_id":"ecb9a1de-9f1c-4a7d-96be-56f9f4b96a4d","resolution":{"observed_at":"2026-08-01T02:38:21.260365Z","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":"2026-08-01T02:38:21.267001Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.267001Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:ee0092dd26181ffe83780a034ad04a981074710886525a4632c77a5c9a48dbd8","observation_id":"c09e997b-f80c-4724-9ad8-72bebb5a7da4","resolution":{"observed_at":"2026-08-01T02:38:21.267001Z","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":"2026-08-01T02:38:21.270439Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.270439Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:b1b0d82786b2dfa5f2fddda28d47bfb23547ca78984a49f210a2c94ded3f78fe","observation_id":"5b9a160d-7db5-4c70-9cd5-41089512e6e6","resolution":{"observed_at":"2026-08-01T02:38:21.270439Z","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":"2026-08-01T02:38:21.263453Z","title":"InInternational Conference on Medical Image Com- puting and Computer-Assisted Intervention","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.263453Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:a30a392f438a09372342459fe8cede0f0d53c192c76873d2308eb7c2628d26a5","observation_id":"b3c0eb71-8bdc-417d-b51a-d3c5829c59a3","resolution":{"observed_at":"2026-08-01T02:38:21.263453Z","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":"2026-08-01T02:38:21.276741Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.276741Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:7ea90b57aee4db152b8f5db112eaf955ca0b286ef9031365149d01449c88438f","observation_id":"64f102e6-c09a-41db-b6db-87e1731ef0da","resolution":{"observed_at":"2026-08-01T02:38:21.276741Z","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":"2026-08-01T02:38:21.279753Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.279753Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:41acb9c07ad8594d8730e81d3ee91b8f8905ec783e2220f98bfdd3864b9100b5","observation_id":"a83ec17d-27a6-4feb-baef-448dcebd7826","resolution":{"observed_at":"2026-08-01T02:38:21.279753Z","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":"2026-08-01T02:38:21.273655Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.273655Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:0eb302393be8a0ceed52f363bcbf2da4750fa666ef2285d1ff98dc189ab3e1ed","observation_id":"6097cc69-1a1c-4823-8ce6-84f46cbaab1b","resolution":{"observed_at":"2026-08-01T02:38:21.273655Z","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":"2026-08-01T02:38:21.289871Z","title":null,"venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.289871Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:29bb87e6d9807b8173a1840d0cf2c769b9e6d3b420569fdc4cbe43634bb2be81","observation_id":"c5d0bccf-1da9-4ab5-9aed-4e47f8faca25","resolution":{"observed_at":"2026-08-01T02:38:21.289871Z","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":"2026-08-01T02:38:21.293201Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.293201Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:9764bd3b68f1e92455c9e81f8c5a97fa38249604b3517e5b9d85c3b202ad3964","observation_id":"fb99d6a5-d833-4d42-939a-2def6765f21d","resolution":{"observed_at":"2026-08-01T02:38:21.293201Z","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":"2026-08-01T02:38:21.283081Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.283081Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:35a0e20cf616de686cc0223b4e80954c70cddcb68159906358dce5d8038a1b1b","observation_id":"7c6053e8-e91e-464c-ae58-df78e5459dfc","resolution":{"observed_at":"2026-08-01T02:38:21.283081Z","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":"2026-08-01T02:38:21.299351Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.299351Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:99825c3cd6d5d6c1874477a291c38d084fc0d6ba7eef3e3f90d379d557b7fa34","observation_id":"b766fbe2-75a0-4292-b55d-683ac4d4640a","resolution":{"observed_at":"2026-08-01T02:38:21.299351Z","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":"2026-08-01T02:38:21.302497Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.302497Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:f3693530062a74a53b10441a92fe262d5ca85d7b16dfa5e0324b017b36a4def5","observation_id":"e1a6e437-7a79-4d1f-a71f-31f27f9222d8","resolution":{"observed_at":"2026-08-01T02:38:21.302497Z","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":"2026-08-01T02:38:21.305449Z","title":null,"venue":null,"work_id":null,"year":2002},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.305449Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:bf83f1399eda86a75e5c57a793730b9118eb30e3736e34bf66aa886432c058b5","observation_id":"dca1a64d-c748-44ff-ae0c-0af1c582afd8","resolution":{"observed_at":"2026-08-01T02:38:21.305449Z","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":"2026-08-01T02:38:21.296335Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.296335Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:3b5f2e5c670c74b8dd71e381d6db9e81af0f7bd98344577946ee42c6c0902574","observation_id":"2218e718-a111-4f7b-ac65-224da3e644e3","resolution":{"observed_at":"2026-08-01T02:38:21.296335Z","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":"2026-08-01T02:38:21.311089Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.311089Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:76f503166f44fbe5a2665aa6843c01f141fdd59e060cba9421d6c7063c00f42b","observation_id":"c61aeef6-d398-4b2e-bca3-e4564be734ab","resolution":{"observed_at":"2026-08-01T02:38:21.311089Z","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":"2026-08-01T02:38:21.314174Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.314174Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:8869a03a9119fbf2e6ce593a14c7647503e23a14e25e2d9336c55b9a468023b3","observation_id":"aea9112f-52d0-42ef-ac57-e98531f50dce","resolution":{"observed_at":"2026-08-01T02:38:21.314174Z","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":"2026-08-01T02:38:21.316919Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.316919Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:ce8f3b8410813688836b3230636efd4eb14f53f1361d6e81186de10cf1da4428","observation_id":"187a078d-b486-4f99-a475-40ec936a741c","resolution":{"observed_at":"2026-08-01T02:38:21.316919Z","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":"2026-08-01T02:38:21.308270Z","title":null,"venue":null,"work_id":null,"year":2001},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.308270Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:7d71203e3a5d2272b07fab81877d1d2d05ad13a709ac82ce63a96a092b635e03","observation_id":"3909c7b7-781c-4aa8-83ea-5eaa4df92528","resolution":{"observed_at":"2026-08-01T02:38:21.308270Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.10671","last_updated":"2024-09-10T13:25:53Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-07-15T12:35:42Z","title":"Qwen2 Technical Report","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.10671","snapshot_observed_at":"2026-08-01T02:38:21.322369Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.322369Z"},"links":{"cited_paper":"/paper/2407.10671","citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:27370591a8c890dc0ac10ab160640511a1a4f9d6ff8bd5d52283a6eb14e82a6e","observation_id":"2a4cb66b-f334-43f3-92ec-f13dccc9a0e4","resolution":{"observed_at":"2026-08-01T02:38:21.322369Z","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":"2026-08-01T02:38:21.325578Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.325578Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:b1c56f81aa9a870560c6dbf8d74ecdde03dfc14d08d5130a24212959d5b62684","observation_id":"55725c04-5a57-40cf-b5aa-b8eb14d16e21","resolution":{"observed_at":"2026-08-01T02:38:21.325578Z","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":"2026-08-01T02:38:21.328422Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.328422Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:0704d84e73fc2d545432fb3aabca36dae0a412c0aac989f0bd664a3c2ec83c56","observation_id":"011ae737-453d-48e4-8d09-ddfc3c1d8d59","resolution":{"observed_at":"2026-08-01T02:38:21.328422Z","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":"2026-08-01T02:38:21.319790Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.319790Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:73a23a066ac05829690c3ebf248ea8a38ef2ee246195ce12d5c9f6cb26b3e7fc","observation_id":"8b14b1a7-cd17-45bc-8162-338987026aec","resolution":{"observed_at":"2026-08-01T02:38:21.319790Z","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":"2026-08-01T02:38:21.338084Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.338084Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:7bcb34f30d79f6977605d20a77c34e4ff65ad535e5053ac89cdffd183a0c7a1f","observation_id":"b2b7dd7a-8817-4df7-9f02-1628b54b3169","resolution":{"observed_at":"2026-08-01T02:38:21.338084Z","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":"2026-08-01T02:38:21.341508Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.341508Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:2c184cb8baaa383e4cb7a8ceb4b2da373af5f79edc98af4ce455045f967feb2b","observation_id":"d1692367-0f7a-42ea-9899-98d911055851","resolution":{"observed_at":"2026-08-01T02:38:21.341508Z","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":"2026-08-01T02:38:21.344902Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.344902Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:959397efc130564c6d7e4622800945c42f58fa2a1b6d884659e983249eef5b48","observation_id":"5a3486be-dac6-4ee3-8481-86a02ef2b641","resolution":{"observed_at":"2026-08-01T02:38:21.344902Z","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":"2026-08-01T02:38:21.331306Z","title":"InProceedings of the 34th Interna- tional Joint Conference on Artificial Intelligence","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.331306Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:d263d75af632d33320227d87035266c42692b80cbcafc76f93993d843fde54ca","observation_id":"4dbfefa7-6ea1-4c70-8515-1b19976dfced","resolution":{"observed_at":"2026-08-01T02:38:21.331306Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2507.17303","last_updated":"2025-08-19T08:51:01Z","snapshot_observed_at":"2026-08-09T12:31:46.710991Z","submitted_at":"2025-07-23T08:09:42Z","title":"A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2507.17303","snapshot_observed_at":"2026-08-01T02:38:21.334325Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.334325Z"},"links":{"cited_paper":"/paper/2507.17303","citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:02ac99193f382b3e1ae65dfcfc0ab723682937a184bfdd65621cd219a72887ca","observation_id":"6ed18c3a-d026-4094-ad83-63106baf3056","resolution":{"observed_at":"2026-08-01T02:38:21.334325Z","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":"2026-08-01T02:38:21.347742Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.347742Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:5a1543b942de93fda660ef686f99d868dee08bb0aa7cb3aa36b2a86a806570c1","observation_id":"5ac03679-21d1-49bd-9b55-8faf864519f9","resolution":{"observed_at":"2026-08-01T02:38:21.347742Z","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":"2026-08-01T02:38:21.286509Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.286509Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:00bbeb9b269d0b02c28c49558c734af252733439d376bdad5ba9d48ecea72021","observation_id":"21030afb-3b0d-417a-86eb-0f7725b8f39a","resolution":{"observed_at":"2026-08-01T02:38:21.286509Z","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":"2026-08-01T02:38:21.234814Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.234814Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:52940e88ae5b6fb557e7ce947d9b6bd3a49549cdef4c3bc13202156bdcaa2736","observation_id":"52307f44-1aba-46f3-8eef-57c7dc73d5a1","resolution":{"observed_at":"2026-08-01T02:38:21.234814Z","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":"2026-08-01T02:38:21.256661Z","title":"InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment","version":1},"reference_index":2026,"source":"pdf_text","source_observed_at":"2026-08-01T02:38:21.256661Z"},"links":{"citing_paper":"/paper/2607.25393"},"observation_digest":"sha256:23a0b0918a8bb22902d5ad577169beb1de161b5f4c756cc1cb226546ba297d96","observation_id":"377a631d-1aa6-4425-9451-3ee203a948ad","resolution":{"observed_at":"2026-08-01T02:38:21.256661Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.25393","last_updated":"2026-07-28T07:54:43Z","latest_version":1,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-09T12:32:04.844664Z","submitted_at":"2026-07-28T07:54:43Z","title":"Towards Reliable Stain Transfer: An Iterative Data-Model Co-Optimization Framework Based on Multimodal Expert-Guided Assessment"},"reference_resolution":{"displayed":46,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":46,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":46},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2607.25393."}