{"as_of":"2026-08-19T14:28:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:64cc6b7d033b5b2c7d55c64f2e38b2740feec1e2966369f883235e0ed62e8bbf","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":9,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":9,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-19T06:32:44.657259+00:00","state":"measured"},{"denominator":9,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":9,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T23:31:19.445012Z","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":7,"observed_at":"2026-08-05T02:28:24.338817Z","source":"arxiv_reference"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":"2006.12467","doi":"10.48550/arxiv.2006.12467","metadata_source":"arxiv_reference","pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"The depth-to-width interplay in self-attention","venue":"arXiv (Cornell University)","work_id":"3a065420-02e0-4614-9eba-ba45925d3130","year":2021},"citing_paper":{"arxiv_id":"2302.01318","last_updated":"2023-02-02T18:44:11Z","snapshot_observed_at":"2026-08-13T23:55:57.074762Z","submitted_at":"2023-02-02T18:44:11Z","title":"Accelerating Large Language Model Decoding with Speculative Sampling","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-05-11T07:29:36.205026Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2302.01318"},"observation_digest":"sha256:0e2b8fc30a3002c0b7536351d02d24ad0520cec8a98aa2df2a64efdc88da9022","observation_id":"3ad26c1e-1fd8-4acb-b3b2-4a3f6b158a73","resolution":{"observed_at":"2026-05-11T07:29:36.371687Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":"2006.12467","doi":"10.48550/arxiv.2006.12467","metadata_source":"arxiv_reference","pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"The depth-to-width interplay in self-attention","venue":"arXiv (Cornell University)","work_id":"3a065420-02e0-4614-9eba-ba45925d3130","year":2021},"citing_paper":{"arxiv_id":"2502.05171","last_updated":"2025-02-17T17:14:04Z","snapshot_observed_at":"2026-08-15T00:53:48.099058Z","submitted_at":"2025-02-07T18:55:02Z","title":"Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach","version":2},"reference_index":92,"source":"arxiv_source","source_observed_at":"2026-05-12T15:39:40.845703Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2502.05171"},"observation_digest":"sha256:639f85bc93ea740723b53d1ea6cd89d38d5bd70be61ce4d5f40beb20d1adb61a","observation_id":"93a8ecd3-b909-4f69-abc3-68fdac5e79e4","resolution":{"observed_at":"2026-05-12T15:39:41.045310Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-15T23:31:19.445012Z","title":"The depth-to-width interplay in self-attention","venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2505.04519","last_updated":"2025-05-07T15:46:36Z","snapshot_observed_at":"2026-08-15T23:24:06.739631Z","submitted_at":"2025-05-07T15:46:36Z","title":"Pangu Ultra MoE: How to Train Your Big MoE on Ascend NPUs","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-15T23:31:19.445012Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2505.04519"},"observation_digest":"sha256:47539f20a0ccf04e625c28553430b928a45db33727525088b9bb3457916a999e","observation_id":"f74ceab5-6413-493b-9a38-f7476cf889dd","resolution":{"observed_at":"2026-08-15T23:31:19.445012Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":"2006.12467","doi":"10.48550/arxiv.2006.12467","metadata_source":"arxiv_reference","pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"The depth-to-width interplay in self-attention","venue":"arXiv (Cornell University)","work_id":"3a065420-02e0-4614-9eba-ba45925d3130","year":2021},"citing_paper":{"arxiv_id":"2505.10465","last_updated":"2025-11-29T21:39:27Z","snapshot_observed_at":"2026-08-13T23:25:53.756010Z","submitted_at":"2025-05-15T16:18:13Z","title":"Superposition Yields Robust Neural Scaling","version":4},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-05-22T14:38:44.789822Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2505.10465"},"observation_digest":"sha256:2e86ac084858967a404eb632214e4a84d91a436d3c74c29f307652fd48089615","observation_id":"7fd1a747-4f1c-437d-96b6-9226429292eb","resolution":{"observed_at":"2026-05-09T06:36:25.528601Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-07T13:53:10.980819Z","title":"The depth-to-width interplay in self-attention","venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2505.20802","last_updated":"2025-05-27T07:06:54Z","snapshot_observed_at":"2026-08-19T08:20:07.185125Z","submitted_at":"2025-05-27T07:06:54Z","title":"Leaner Transformers: More Heads, Less Depth","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T13:53:10.980819Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2505.20802"},"observation_digest":"sha256:14cb9582fd9bd49bd6287c841141cd59d69290486576711d9950672509471715","observation_id":"8c440c53-4fd6-4377-88bc-30bded8e3cc9","resolution":{"observed_at":"2026-08-07T13:53:10.980819Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-06T23:04:26.485803Z","title":"arXiv preprint arXiv:2006.12467 (2020)","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.20057","last_updated":"2025-06-24T23:36:35Z","snapshot_observed_at":"2026-08-17T03:54:29.189721Z","submitted_at":"2025-06-24T23:36:35Z","title":"Universal pre-training by iterated random computation","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T23:04:26.485803Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2506.20057"},"observation_digest":"sha256:b29ffd0df533678cb502fcf636ee4083eecdf6ea69b2f36094c8b71c9f8ec8a0","observation_id":"5aafb491-ef5e-4671-8fe2-fe3e23d93085","resolution":{"observed_at":"2026-08-06T23:04:26.485803Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-03T04:07:45.951367Z","title":"The depth-to-width interplay in self-attention.arXiv preprint arXiv:2006.12467,","venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2602.05970","last_updated":"2026-05-31T19:48:07Z","snapshot_observed_at":"2026-08-13T03:18:35.421189Z","submitted_at":"2026-02-05T18:22:41Z","title":"Inverse Depth Scaling From Most Layers Being Similar","version":2},"reference_index":2015,"source":"pdf_text","source_observed_at":"2026-08-03T04:07:45.951367Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2602.05970"},"observation_digest":"sha256:4e65d34c88bfc95f4f500f6a2d83504b223d5b35255721d1574575065993f57f","observation_id":"06b8c69b-6160-4489-8afa-fd2fcb65b64f","resolution":{"observed_at":"2026-08-03T04:07:45.951367Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":"2006.12467","doi":"10.48550/arxiv.2006.12467","metadata_source":"arxiv_reference","pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"The depth-to-width interplay in self-attention","venue":"arXiv (Cornell University)","work_id":"3a065420-02e0-4614-9eba-ba45925d3130","year":2021},"citing_paper":{"arxiv_id":"2605.08297","last_updated":"2026-05-08T11:07:44Z","snapshot_observed_at":"2026-08-14T11:32:28.152081Z","submitted_at":"2026-05-08T11:07:44Z","title":"A Qualitative Test-Risk Mechanism for Scaling Behavior in Normalized Residual Networks","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-05-12T01:38:22.676352Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2605.08297"},"observation_digest":"sha256:aef2aad58127f044bd5eda735e80793e7c1f2e4103355de073c611337ad2214b","observation_id":"5fd9195b-9250-440f-99e8-f139925b4c9b","resolution":{"observed_at":"2026-05-12T01:46:14.723640Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention","version":3},"cited_work":{"arxiv_id":"2006.12467","doi":"10.48550/arxiv.2006.12467","metadata_source":"arxiv_reference","pith_arxiv_id":"2006.12467","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"The depth-to-width interplay in self-attention","venue":"arXiv (Cornell University)","work_id":"3a065420-02e0-4614-9eba-ba45925d3130","year":2021},"citing_paper":{"arxiv_id":"2605.19944","last_updated":"2026-05-19T15:00:51Z","snapshot_observed_at":"2026-08-11T08:31:49.433724Z","submitted_at":"2026-05-19T15:00:51Z","title":"A Measure-Theoretic Analysis of Reasoning: Structural Generalization and Approximation Limits","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-05-20T07:59:49.569151Z"},"links":{"cited_paper":"/paper/2006.12467","citing_paper":"/paper/2605.19944"},"observation_digest":"sha256:3b1d5b54f616a7cbbee3a88e377f59e28b72f94eda721127a3e6a379b95be85e","observation_id":"293c0f51-1264-4767-aea9-991083f4a702","resolution":{"observed_at":"2026-05-20T08:03:08.955302Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2006.12467/citation-record","integrity":"/paper/2006.12467/integrity","json":"/paper/2006.12467/citation-record.json","paper":"/paper/2006.12467"},"outbound":[],"paper":{"arxiv_id":"2006.12467","last_updated":"2021-01-17T18:17:31Z","latest_version":3,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-12T00:50:54.021191Z","submitted_at":"2020-06-22T17:47:09Z","title":"The Depth-to-Width Interplay in Self-Attention"},"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":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"thesis":"As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2006.12467."}