{"as_of":"2026-08-12T14:01:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:0174136d7163ef2090402f10e058c4a049f65c2bebe6161c53bab8c193c08f19","coverage":[{"denominator":0,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":7,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":7,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-12T06:34:41.77262+00:00","state":"measured"},{"denominator":7,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":7,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-10T22:10:33.859283Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"arxiv_reference","source_observed_at":"2026-08-05T02:28:24.338817Z","state":"measured"}],"external_citation_measurements":[{"count":1,"observed_at":"2026-08-05T02:28:24.338817Z","source":"arxiv_reference"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2310.03016","last_updated":"2023-10-04T17:57:33Z","snapshot_observed_at":"2026-08-09T01:29:35.513884Z","submitted_at":"2023-10-04T17:57:33Z","title":"Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03016","snapshot_observed_at":"2026-08-10T22:10:33.859283Z","title":"Understanding in-context learning in transformers and llms by learning to learn discrete functions.arXiv preprint arXiv:2310.03016,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.02825","last_updated":"2025-09-10T14:39:59Z","snapshot_observed_at":"2026-08-12T10:23:09.263842Z","submitted_at":"2025-01-06T07:57:51Z","title":"Randomly Sampled Language Reasoning Problems Elucidate Limitations of In-Context Learning","version":6},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-10T22:10:33.859283Z"},"links":{"cited_paper":"/paper/2310.03016","citing_paper":"/paper/2501.02825"},"observation_digest":"sha256:6979e9cf08e7b26945d1ecc35f7f765d44706706e018245b181b542e4566d029","observation_id":"75fde983-afdc-4e11-8214-834b28a28461","resolution":{"observed_at":"2026-08-10T22:10:33.859283Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03016","last_updated":"2023-10-04T17:57:33Z","snapshot_observed_at":"2026-08-09T01:29:35.513884Z","submitted_at":"2023-10-04T17:57:33Z","title":"Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03016","snapshot_observed_at":"2026-08-10T20:15:28.243424Z","title":"Bhattamishra, A","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2501.09240","last_updated":"2025-01-16T01:54:23Z","snapshot_observed_at":"2026-08-11T23:51:41.865987Z","submitted_at":"2025-01-16T01:54:23Z","title":"Task Vectors in In-Context Learning: Emergence, Formation, and Benefit","version":1},"reference_index":2020,"source":"pdf_text","source_observed_at":"2026-08-10T20:15:28.243424Z"},"links":{"cited_paper":"/paper/2310.03016","citing_paper":"/paper/2501.09240"},"observation_digest":"sha256:3abb35162f01e47c0a28845947e6135812dcdc1174c894e7e9f7d4ff312f347a","observation_id":"72e52769-bb56-4be9-aab3-3b2270e0fd77","resolution":{"observed_at":"2026-08-10T20:15:28.243424Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03016","last_updated":"2023-10-04T17:57:33Z","snapshot_observed_at":"2026-08-09T01:29:35.513884Z","submitted_at":"2023-10-04T17:57:33Z","title":"Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions","version":1},"cited_work":{"arxiv_id":"2310.03016","doi":"10.48550/arxiv.2310.03016","metadata_source":"arxiv_reference","pith_arxiv_id":"2310.03016","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Understanding","venue":"arXiv (Cornell University)","work_id":"49195403-78dc-4be5-98b1-60dd56fe107b","year":null},"citing_paper":{"arxiv_id":"2502.05564","last_updated":"2025-05-24T08:05:47Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-02-08T13:25:04Z","title":"TabICL: A Tabular Foundation Model for In-Context Learning on Large Data","version":2},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-05-20T13:35:02.018244Z"},"links":{"cited_paper":"/paper/2310.03016","citing_paper":"/paper/2502.05564"},"observation_digest":"sha256:22ff919b608ec3b99f565e4ade763bad4a6d52e2ffaeb4c045dfe6b2fe5fc0ff","observation_id":"3d80dae9-bcba-4d6f-8194-ef1955b6a00f","resolution":{"observed_at":"2026-05-20T13:35:02.298225Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03016","last_updated":"2023-10-04T17:57:33Z","snapshot_observed_at":"2026-08-09T01:29:35.513884Z","submitted_at":"2023-10-04T17:57:33Z","title":"Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03016","snapshot_observed_at":"2026-08-07T20:21:58.232666Z","title":"Understanding in-context learning in transformers and llms by learning to learn discrete functions","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.09844","last_updated":"2025-05-28T00:52:33Z","snapshot_observed_at":"2026-08-10T21:04:26.810167Z","submitted_at":"2025-02-14T01:06:15Z","title":"Solving Empirical Bayes via Transformers","version":2},"reference_index":2020,"source":"pdf_text","source_observed_at":"2026-08-07T20:21:58.232666Z"},"links":{"cited_paper":"/paper/2310.03016","citing_paper":"/paper/2502.09844"},"observation_digest":"sha256:796e91a6bd5464b96c2e604ce5aec7b2b7eb9854064322ec2a458397d6c1e53e","observation_id":"079b9069-7246-420c-a4c9-82c6a280c0e1","resolution":{"observed_at":"2026-08-07T20:21:58.232666Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03016","last_updated":"2023-10-04T17:57:33Z","snapshot_observed_at":"2026-08-09T01:29:35.513884Z","submitted_at":"2023-10-04T17:57:33Z","title":"Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03016","snapshot_observed_at":"2026-08-07T15:00:53.675288Z","title":"Understanding in-context learning in transformers and llms by learning to learn discrete functions","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16694","last_updated":"2025-06-10T05:24:12Z","snapshot_observed_at":"2026-08-09T18:40:45.336378Z","submitted_at":"2025-05-22T13:59:30Z","title":"Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence","version":2},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-07T15:00:53.675288Z"},"links":{"cited_paper":"/paper/2310.03016","citing_paper":"/paper/2505.16694"},"observation_digest":"sha256:4f4675c5fc3a73a7468e6e39761a9c0f9593bb51405d795829824198a4af4a28","observation_id":"52eb3525-58db-4dba-94eb-b18608cfbe98","resolution":{"observed_at":"2026-08-07T15:00:53.675288Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03016","last_updated":"2023-10-04T17:57:33Z","snapshot_observed_at":"2026-08-09T01:29:35.513884Z","submitted_at":"2023-10-04T17:57:33Z","title":"Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions","version":1},"cited_work":{"arxiv_id":"2310.03016","doi":"10.48550/arxiv.2310.03016","metadata_source":"arxiv_reference","pith_arxiv_id":"2310.03016","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Understanding","venue":"arXiv (Cornell University)","work_id":"49195403-78dc-4be5-98b1-60dd56fe107b","year":null},"citing_paper":{"arxiv_id":"2508.14685","last_updated":"2026-05-10T08:06:04Z","snapshot_observed_at":"2026-08-11T08:56:40.879122Z","submitted_at":"2025-08-20T13:01:34Z","title":"SSA: Improving Performance With a Better Scoring Function","version":4},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-18T21:58:28.070835Z"},"links":{"cited_paper":"/paper/2310.03016","citing_paper":"/paper/2508.14685"},"observation_digest":"sha256:8d5e8f26b8afeb56d878b0c819141535eada04cfba7b933bccfe705ade5cc020","observation_id":"ec4d9efe-2f48-4367-ba3b-9151242cf00b","resolution":{"observed_at":"2026-05-18T22:01:52.049384Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03016","last_updated":"2023-10-04T17:57:33Z","snapshot_observed_at":"2026-08-09T01:29:35.513884Z","submitted_at":"2023-10-04T17:57:33Z","title":"Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03016","snapshot_observed_at":"2026-08-02T05:16:33.654611Z","title":"Understanding in- context learning in transformers and llms by learning to learn discrete functions.arXiv preprint arXiv:2310.03016,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.13425","last_updated":"2026-07-15T04:03:24Z","snapshot_observed_at":"2026-08-03T17:12:53.669172Z","submitted_at":"2026-07-15T04:03:24Z","title":"Data-Efficient Adaptation of LLMs via Attention Head Reweighting","version":1},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-08-02T05:16:33.654611Z"},"links":{"cited_paper":"/paper/2310.03016","citing_paper":"/paper/2607.13425"},"observation_digest":"sha256:9d1e4c78b3d4c9769194780e6cd2d3daee1ec6b4f42cebccba491b8e12fca882","observation_id":"58c6e0f5-d1d2-4e60-884e-85add4ceb89e","resolution":{"observed_at":"2026-08-02T05:16:33.654611Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2310.03016/citation-record","integrity":"/paper/2310.03016/integrity","json":"/paper/2310.03016/citation-record.json","paper":"/paper/2310.03016"},"outbound":[],"paper":{"arxiv_id":"2310.03016","last_updated":"2023-10-04T17:57:33Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-09T01:29:35.513884Z","submitted_at":"2023-10-04T17:57:33Z","title":"Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions"},"reference_resolution":{"displayed":0,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":0},"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":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"thesis":"As of 12 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2310.03016."}