{"as_of":"2026-08-15T14:35:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:501cc7cebf79d9860d6bbb5215fcf7f8588494bfc1cb6bc163ad9f1d5c61f21d","coverage":[{"denominator":38,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":38,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T15:37:01.195850Z","state":"measured"},{"denominator":39,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":39,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-05-19T21:07:40.256977Z","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":"2026-05-19T21:07:46.972507Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"cited_work":{"arxiv_id":"2505.14603","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2505.14603","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"arXiv preprint arXiv:2505.14603 , year=","venue":null,"work_id":"1f4ec901-acdb-448f-8e49-fd358cccf47e","year":null},"citing_paper":{"arxiv_id":"2605.16689","last_updated":"2026-06-22T11:25:31Z","snapshot_observed_at":"2026-08-15T14:24:01.697183Z","submitted_at":"2026-05-15T22:56:11Z","title":"Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence","version":1},"reference_index":62,"source":"arxiv_source","source_observed_at":"2026-05-19T21:07:40.256977Z"},"links":{"cited_paper":"/paper/2505.14603","citing_paper":"/paper/2605.16689"},"observation_digest":"sha256:cb17e3ff010bb0665b808f34928411c22751cf325344a54690bc9cde4805d237","observation_id":"ee629c89-7625-493c-9b5f-bd6d5deb0103","resolution":{"observed_at":"2026-05-19T21:07:46.974268Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2505.14603/citation-record","integrity":"/paper/2505.14603/integrity","json":"/paper/2505.14603/citation-record.json","paper":"/paper/2505.14603"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:05.611153Z","title":"NR; Physical Channels and Modulation, 3GPP Standard TS 38.211, 2018","venue":null,"work_id":"055ac82d-a10f-4cca-bf96-70de9fe563b0","year":2018},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:55.764925Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:115dfac998e7f555574e7df37a0ba7dbc1825e3674af58ab97f34a73cc5f4415","observation_id":"26277b25-4d30-41c7-92ad-890424a816ef","resolution":{"observed_at":"2026-08-07T15:37:05.744737Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:05.318053Z","title":null,"venue":null,"work_id":"998ee347-280a-41f9-85b2-43960a6b64ef","year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:55.848282Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:055a7e2ff8abcee13a7b0f79b3a63e248043a4c482dc503f51daa79aa37ac417","observation_id":"5faa7e11-d195-4877-86f2-165b794fd3e1","resolution":{"observed_at":"2026-08-07T15:37:05.461778Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:05.030611Z","title":null,"venue":null,"work_id":"80276b6e-93fe-4d62-ab34-d93da3df0789","year":2022},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:55.989968Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:b8c6afe934dbb689371bbb4e6316b47b3c63cbb292e7ea3ec83a5a809757a73e","observation_id":"ff2d4d5b-0f5c-41dd-96b9-7273c32dbbfd","resolution":{"observed_at":"2026-08-07T15:37:05.167986Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2405.13063","last_updated":"2024-11-21T20:14:58Z","snapshot_observed_at":"2026-08-14T11:07:15.764758Z","submitted_at":"2024-05-20T14:45:18Z","title":"A Foundation Model for the Earth System","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.13063","snapshot_observed_at":"2026-08-07T15:36:56.111592Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:56.111592Z"},"links":{"cited_paper":"/paper/2405.13063","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:db63cd5d79123937193d66ba3215a8011f7722c3473b8d9f06b7c6b85355eee1","observation_id":"7f2fc436-ef75-4ab3-acd8-2f2c316ef005","resolution":{"observed_at":"2026-08-07T15:36:56.111592Z","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":"2026-08-07T15:36:56.270535Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:56.270535Z"},"links":{"cited_paper":"/paper/2108.07258","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:8bcbfb6d11df51871494537c3460191cfa02657f4dae6f0d14cf07a8afcb4b5b","observation_id":"ccd49bb1-be92-4e0d-9b39-e764ec4d3ef6","resolution":{"observed_at":"2026-08-07T15:36:56.270535Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.15939","last_updated":"2024-08-07T09:36:15Z","snapshot_observed_at":"2026-08-13T00:22:57.901390Z","submitted_at":"2024-04-24T15:58:59Z","title":"Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.15939","snapshot_observed_at":"2026-08-07T15:36:56.361786Z","title":"D., Piovesan, N., and Maatouk, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:56.361786Z"},"links":{"cited_paper":"/paper/2404.15939","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:4e282d185706660f83dba726f067976421dd8b1c38dce05c9bb06252e375e48e","observation_id":"7a58392b-257f-4112-bf1e-bfe05829a3da","resolution":{"observed_at":"2026-08-07T15:36:56.361786Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.05271","last_updated":"2025-09-26T12:52:41Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-12-06T18:57:08Z","title":"Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.05271","snapshot_observed_at":"2026-08-07T15:36:56.449803Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:56.449803Z"},"links":{"cited_paper":"/paper/2412.05271","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:489e5ba0581c99e597a654a47125ce3c9890a1ed286719bcd9362540686cc9b4","observation_id":"b9eae6d5-b575-4723-9821-2e20512be1e8","resolution":{"observed_at":"2026-08-07T15:36:56.449803Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.11402","last_updated":"2024-10-22T23:13:34Z","snapshot_observed_at":"2026-08-12T22:43:01.323456Z","submitted_at":"2024-09-17T17:59:06Z","title":"NVLM: Open Frontier-Class Multimodal LLMs","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.11402","snapshot_observed_at":"2026-08-07T15:36:56.614888Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:56.614888Z"},"links":{"cited_paper":"/paper/2409.11402","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:e612316e26c5552d8f3e29d6124a9d70838d8d52471203a94d1774950399c885","observation_id":"955c6e7e-142b-4543-aba4-05da77ebfb9c","resolution":{"observed_at":"2026-08-07T15:36:56.614888Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.10688","last_updated":"2024-04-17T18:24:45Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-10-14T17:01:37Z","title":"A decoder-only foundation model for time-series forecasting","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.10688","snapshot_observed_at":"2026-08-07T15:36:56.760565Z","title":"A decoder-only foundation model for time-series forecasting","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:56.760565Z"},"links":{"cited_paper":"/paper/2310.10688","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:9502a0c5f3d1aa2549bd2697d8befb9b351f2fb3f5449161a80d9fddd11afe96","observation_id":"21519955-cc1a-4914-83e5-d678fa61a425","resolution":{"observed_at":"2026-08-07T15:36:56.760565Z","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":"2026-08-07T15:36:56.965634Z","title":"BERT : Pre-training of deep bidirectional transformers for language understanding","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:56.965634Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:9d3980f9b7c7b4e479f69fba4902fabccd5ab7920c74bd07e84d8d002f784038","observation_id":"622fbe29-d991-48c7-8ff4-21f7a26178e7","resolution":{"observed_at":"2026-08-07T15:36:56.965634Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:04.746183Z","title":null,"venue":null,"work_id":"2977e9f5-d047-4416-abfe-f38bdcca9e33","year":2021},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:57.096230Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:ef69b914ac3a2712320af1993470f6eef12c66450d53924a081381a1927235c7","observation_id":"1e149378-0cef-43d9-b479-3c891094e3c6","resolution":{"observed_at":"2026-08-07T15:37:04.868498Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:04.490403Z","title":null,"venue":null,"work_id":"4f63a2f4-77ad-462a-a9b6-40c105a487db","year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:57.259412Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:313b643e8c3e687079482c8d1ba4253b78a479780f08efd249ded2e7a340720c","observation_id":"3b8efe38-a897-4a3b-b33e-0e63ade21f75","resolution":{"observed_at":"2026-08-07T15:37:04.636992Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-07T15:36:57.376617Z","title":"Moment: A family of open time-series foundation models","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:57.376617Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:fbcc35ba8d13ac1abe6712d0782111fd25f47925e7dbb357b187e791e87a24e0","observation_id":"3492a46f-bba1-4aea-b48a-178ee438078a","resolution":{"observed_at":"2026-08-07T15:36:57.376617Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21783","last_updated":"2024-11-23T23:27:33Z","snapshot_observed_at":"2026-08-13T17:20:44.002518Z","submitted_at":"2024-07-31T17:54:27Z","title":"The Llama 3 Herd of Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-08-07T15:36:57.507535Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:57.507535Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:82accfaa15f57a47c281b03ac560855237666fd09e737ac0a47694ef6e6513c2","observation_id":"9addd833-d026-4155-bd4b-6af3b774d790","resolution":{"observed_at":"2026-08-07T15:36:57.507535Z","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":"10.3390/s23218792","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":null,"venue":"Sensors","work_id":"e4983767-aa0a-4d0b-9a59-88017797e044","year":2023},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:57.673358Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:7800d6209f96371dc363b4bfe24d45980b07f001933b64115948123c2060ffe2","observation_id":"e8388e58-474e-4e5c-8f07-4ae95bf4907b","resolution":{"observed_at":"2026-08-07T15:37:02.723455Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2203.11854","last_updated":"2023-03-20T13:51:38Z","snapshot_observed_at":"2026-08-15T03:44:30.364177Z","submitted_at":"2022-03-22T16:31:44Z","title":"Sionna: An Open-Source Library for Next-Generation Physical Layer Research","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.11854","snapshot_observed_at":"2026-08-07T15:36:57.811388Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:57.811388Z"},"links":{"cited_paper":"/paper/2203.11854","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:4f6d9c58f9bdcfcfcb0ad86df5a573ace9791b56a74d48c9f76ffcbf8180a187","observation_id":"64de86cc-f127-4f8d-aff3-00a8e008ed0c","resolution":{"observed_at":"2026-08-07T15:36:57.811388Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:04.246269Z","title":null,"venue":null,"work_id":"4312f525-1ebe-46af-a0bc-28249efb6fb7","year":2020},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:57.992911Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:0ee6303ffe31d8879a1df75e5319c81b49ee3766a1ecdf37c0201b598dd82e82","observation_id":"5bd06189-b122-48a9-bd3b-7f57c09c06b1","resolution":{"observed_at":"2026-08-07T15:37:04.391048Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1109/26.701317","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"Robust channel estimation for ofdm systems with rapid dispersive fading channels","venue":"IEEE Transactions on Communications","work_id":"9e298f71-a0f7-4241-a023-9e5dd905af68","year":1998},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:58.161645Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:6610e72966408707054cabb47dbcee8f6991d247069599eccb9b411c15348fed","observation_id":"ec486013-8451-4d3e-86e1-7fd00c8d8888","resolution":{"observed_at":"2026-08-07T15:37:02.473471Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1088/1742-6596/1617/1/012024","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"Deep learning methods in communication systems: A review","venue":"Journal of Physics Conference Series","work_id":"833c60d9-f8b1-4d66-9411-62860c72c095","year":2020},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:58.338471Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:8d0549a0db1c53bcfaab5b154bd157485ad3863b17436ecf51bce9948cc8e979","observation_id":"9c4e1c3c-c3e9-4cb1-ab61-d5d1ba13d4ec","resolution":{"observed_at":"2026-08-07T15:37:02.243548Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.10469","last_updated":"2024-10-14T13:01:11Z","snapshot_observed_at":"2026-08-12T22:23:48.415847Z","submitted_at":"2024-10-14T13:01:11Z","title":"Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.10469","snapshot_observed_at":"2026-08-07T15:36:58.460028Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:58.460028Z"},"links":{"cited_paper":"/paper/2410.10469","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:37e960693c26c1562aed113993c31a6214413d2adea93bbc92145845a5b15450","observation_id":"bd30588b-e4ef-41d9-a8b5-7f9a0bdabe9e","resolution":{"observed_at":"2026-08-07T15:36:58.460028Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.00816","last_updated":"2026-05-09T07:11:28Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-02-02T14:52:50Z","title":"Sundial: A Family of Highly Capable Time Series Foundation Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.00816","snapshot_observed_at":"2026-08-07T15:36:58.619126Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:58.619126Z"},"links":{"cited_paper":"/paper/2502.00816","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:1b173b9c1d4c4bbd46b744a0d9c214e7cf7fb1d135149f28b0be1d102da94383","observation_id":"701d4e2c-bd1e-45e0-ae2a-c2cde341ec43","resolution":{"observed_at":"2026-08-07T15:36:58.619126Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:03.999329Z","title":null,"venue":null,"work_id":"612a45f5-66b4-4993-bbf5-53c2d0f76c6b","year":2025},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:58.808203Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:760dad18e7faba8950b570af50f8be2b4bddb64c9acd715a267e6dd67d55e6fd","observation_id":"dcce4cf5-cc7d-4277-a13b-47c0015922dd","resolution":{"observed_at":"2026-08-07T15:37:04.130223Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.01768","last_updated":"2024-06-03T20:18:56Z","snapshot_observed_at":"2026-08-15T09:36:04.424102Z","submitted_at":"2024-06-03T20:18:56Z","title":"TSpec-LLM: An Open-source Dataset for LLM Understanding of 3GPP Specifications","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.01768","snapshot_observed_at":"2026-08-07T15:36:58.993788Z","title":"Tspec-llm: An open-source dataset for llm understanding of 3gpp specifications","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:58.993788Z"},"links":{"cited_paper":"/paper/2406.01768","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:a96ebee8765a452694f8c429251e50f79fe4846c1fca043426b813f45e03e9b1","observation_id":"e90d877c-4bb1-4264-aa9f-914ae14965ee","resolution":{"observed_at":"2026-08-07T15:36:58.993788Z","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":"2026-08-07T15:36:59.169978Z","title":"Openai o1 system card, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:59.169978Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:69c2b1af83a8509ab998cff7f543c2ee3526599c08ccbcce187359516a4e6a67","observation_id":"cd8c9777-cf45-4f5f-89f4-22f2c18f1753","resolution":{"observed_at":"2026-08-07T15:36:59.169978Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.04666","last_updated":"2024-06-25T09:28:43Z","snapshot_observed_at":"2026-08-14T05:00:16.521518Z","submitted_at":"2024-03-07T17:13:12Z","title":"Telecom Language Models: Must They Be Large?","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.04666","snapshot_observed_at":"2026-08-07T15:36:59.319933Z","title":"D., and Ayed, F","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:59.319933Z"},"links":{"cited_paper":"/paper/2403.04666","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:bed5e72a35ea83123a00b8158b1b6feac0365a72186023a06455794659ee5273","observation_id":"d05e5232-e47a-464d-8f97-e248f753cbd2","resolution":{"observed_at":"2026-08-07T15:36:59.319933Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.08278","last_updated":"2024-02-08T05:49:04Z","snapshot_observed_at":"2026-08-14T18:24:11.697211Z","submitted_at":"2023-10-12T12:29:32Z","title":"Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.08278","snapshot_observed_at":"2026-08-07T15:36:59.482253Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:59.482253Z"},"links":{"cited_paper":"/paper/2310.08278","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:85972e701d7c5b1bedd9497c24e3a95a1fe60cb459f0b8fdc7abb408e1c64e26","observation_id":"cbef1a18-f0a2-4e93-9c22-bf5c4800116e","resolution":{"observed_at":"2026-08-07T15:36:59.482253Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.02336","last_updated":"2024-04-29T04:51:05Z","snapshot_observed_at":"2026-08-13T00:19:47.574155Z","submitted_at":"2024-04-29T04:51:05Z","title":"Artificial General Intelligence (AGI)-Native Wireless Systems: A Journey Beyond 6G","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.02336","snapshot_observed_at":"2026-08-07T15:36:59.590011Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:59.590011Z"},"links":{"cited_paper":"/paper/2405.02336","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:755aff0d15aa4f94640512d5accca997706d16593dea8442cbe799095ade596e","observation_id":"56d477dc-4bf8-458e-b024-d45574251bc8","resolution":{"observed_at":"2026-08-07T15:36:59.590011Z","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":"2026-08-07T15:36:59.779792Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:59.779792Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:2eeb9f9df7f7d3bcc6dcbdde1a76ce89f982a7e15d6eab4a2fa35adea31ab46f","observation_id":"4ae70e8e-1838-4eb4-899d-6e86c4f7e6b3","resolution":{"observed_at":"2026-08-07T15:36:59.779792Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:03.742667Z","title":"Time-moe: Billion-scale time series foundation models with mixture of experts","venue":null,"work_id":"75847a3f-8c38-4603-9d3b-c7656ae562c8","year":2025},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-07T15:36:59.917073Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:ef9726fcd2ffdbb358654ca9604c2176227515a5c1990e6b038ad174bb7541a6","observation_id":"30f0f0d0-8039-4ba1-a02f-75f07c4f04a5","resolution":{"observed_at":"2026-08-07T15:37:03.889376Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/s24061925","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"Machine learning in communication systems and networks","venue":"Dialnet (Universidad de la Rioja)","work_id":"858b4740-135a-480d-a92a-0ce0f97030ab","year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:00.082565Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:800889d0e34c7bd13e82c73662dc131241669b8161e784626576becb3d4565c8","observation_id":"26827c24-a685-4fe6-bbcc-ca1a125c6e66","resolution":{"observed_at":"2026-08-07T15:37:01.988166Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2312.11805","last_updated":"2025-05-09T21:04:06Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-12-19T02:39:27Z","title":"Gemini: A Family of Highly Capable Multimodal Models","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.11805","snapshot_observed_at":"2026-08-07T15:37:00.214718Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:00.214718Z"},"links":{"cited_paper":"/paper/2312.11805","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:52d54567719fd06468ccb6bee429935334819ce36a6be876e18a2b47e3bfb950","observation_id":"18490f29-f4fc-4d65-8149-13bd0072803d","resolution":{"observed_at":"2026-08-07T15:37:00.214718Z","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":"10.1016/j.ijin.2020.12.001","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"Emergence of deep learning as a potential solution for detection, recovery and de-noising of signals in communication systems","venue":"International Journal of Intelligent Networks","work_id":"08aa7e4e-6cb8-493b-9586-8694878bdbbe","year":2020},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:00.365515Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:438f8c8f74355a4d2627f911bf446922d55776ab1ed7a2c2e69013a7ad6046b4","observation_id":"09745f7a-e339-4f0c-a5bd-bea104349ea1","resolution":{"observed_at":"2026-08-07T15:37:01.703775Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:03.530992Z","title":"and Viswanath, P","venue":null,"work_id":"2303fc81-ce58-43dc-ba47-314191627eb2","year":2005},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:00.523629Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:3e193b4e96285d5ec2123b9b72dc4be22dbb7ad5c52b9ce0e53322116556886d","observation_id":"66f540c9-eac9-4856-bc0c-c997326112ef","resolution":{"observed_at":"2026-08-07T15:37:03.630955Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.11595","last_updated":"2024-07-25T11:51:09Z","snapshot_observed_at":"2026-08-12T23:21:13.573713Z","submitted_at":"2024-07-16T10:51:36Z","title":"Machine Learning in Communications: A Road to Intelligent Transmission and Processing","version":2},"cited_work":{"arxiv_id":"2407.11595","doi":null,"metadata_source":"pith","pith_arxiv_id":"2407.11595","snapshot_observed_at":"2026-08-07T15:37:03.143902Z","title":"Machine Learning in Communications: A Road to Intelligent Transmission and Processing","venue":"eess.SP","work_id":"194ee998-6305-4598-b238-3b7778962811","year":2024},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:00.639690Z"},"links":{"cited_paper":"/paper/2407.11595","citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:c7aec6faf4c85e151743b30afd23678aa8924f1deaaf0713440ff3ed44793764","observation_id":"620fd595-b39a-405c-8917-32354dbb929c","resolution":{"observed_at":"2026-08-07T15:37:03.244035Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1109/mwc.008.2200157","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":null,"venue":"IEEE Wireless Communications","work_id":"289ed7fc-3295-4ea7-9451-8613badee384","year":2023},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:00.762800Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:c3767b32ea3700c651ed048c4a45f10422e5b1f06e95261cb2d165358fde52d9","observation_id":"513a9e21-95f5-4f4a-94c7-d70f3cb32bd8","resolution":{"observed_at":"2026-08-07T15:37:01.436809Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-07T15:37:00.897015Z","title":"Role of deep learning in wireless communications","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:00.897015Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:925060b6125766886f3a4af7b03d774d88bcd8938699d81b841202201f48178b","observation_id":"a816c555-7f81-4562-b567-eb2ef86e3856","resolution":{"observed_at":"2026-08-07T15:37:00.897015Z","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":"2657.2021","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:37:02.884933Z","title":"and Šišul, G","venue":null,"work_id":"c9c35969-34b7-4c85-a640-ae1ebc4d52cf","year":2021},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:01.074631Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:91dd1e15413ecf951a97a8e2fc5ebab743d077bc9317e6b4c906a1b4bc3fa6cf","observation_id":"1421b855-4ce0-4504-b685-7a7cbc16026a","resolution":{"observed_at":"2026-08-07T15:37:02.983768Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-07T15:37:01.195850Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-07T15:37:01.195850Z"},"links":{"citing_paper":"/paper/2505.14603"},"observation_digest":"sha256:945f71a1243a28841abb49425f805d26386ff3bea8540b2447ad62ace0113384","observation_id":"312b68df-9520-492b-967f-e76a5b800916","resolution":{"observed_at":"2026-08-07T15:37:01.195850Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2505.14603","last_updated":"2025-05-20T16:52:11Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-08T09:50:55.129813Z","submitted_at":"2025-05-20T16:52:11Z","title":"Towards a Foundation Model for Communication Systems"},"reference_resolution":{"displayed":38,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":27,"verified_exact":8,"verified_fuzzy":3},"total_outbound_references":38},"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":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 15 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2505.14603."}