{"as_of":"2026-08-10T22:38:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:70a44077c08f3f2f4269bf10d2e1697de4aaef22c0261c3c95998514e42b5e1b","coverage":[{"denominator":51,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":51,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-03T20:33:53.932064Z","state":"measured"},{"denominator":52,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":52,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-10T06:31:04.303077+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":"2026-08-02T10:46:55.114471Z","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":[{"citation":{"cited_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2511.19636","snapshot_observed_at":"2026-08-02T10:46:55.114471Z","title":"arXiv preprint arXiv:2511.19636 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.14123","last_updated":"2026-06-18T21:46:20Z","snapshot_observed_at":"2026-08-07T13:18:38.777917Z","submitted_at":"2026-06-18T21:46:20Z","title":"Position: Explainability Research Must Prioritize Foundations over Ad-hoc Methods","version":1},"reference_index":75,"source":"arxiv_source","source_observed_at":"2026-08-02T10:46:55.114471Z"},"links":{"cited_paper":"/paper/2511.19636","citing_paper":"/paper/2607.14123"},"observation_digest":"sha256:81d692e9d7def022d56245ba4c9c414317f4ea2b06319f70067cb1f3f89cfc1b","observation_id":"2fb46d6d-f41b-48dc-b7ee-2c1b6dd9329a","resolution":{"observed_at":"2026-08-02T10:46:55.114471Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2511.19636/citation-record","integrity":"/paper/2511.19636/integrity","json":"/paper/2511.19636/citation-record.json","paper":"/paper/2511.19636"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-03T20:33:46.485024Z","title":"Advancing vision-language models with adapter ensemble strategies","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:46.485024Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:0a947299a841d15c2a353160b5ba9650ced2b258c619b68d6f1c98df0b5d934b","observation_id":"1ddcf4ec-f1ef-41d5-ac86-370bd43f535b","resolution":{"observed_at":"2026-08-03T20:33:46.485024Z","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":"2026-08-03T20:33:46.580160Z","title":"Model multiplicity: Opportunities, concerns, and solutions","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:46.580160Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:627ee08bd3b127bc6f3dd50ac8bca431a7f4f340bd7402036e6737855feb3398","observation_id":"ae27499d-0cc0-432d-81ca-8742e01ec3e8","resolution":{"observed_at":"2026-08-03T20:33:46.580160Z","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":"2026-08-03T20:33:46.699152Z","title":"Using noise to infer aspects of simplicity without learning.Advances in Neural Information Process- ing Systems, 37:131824–131858, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:46.699152Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:71f4d8922b7a16508950f769e16011d64331abbc4dd91bd10829627d816200c6","observation_id":"33874a2d-8ece-4885-9039-1c7ec29a1b4f","resolution":{"observed_at":"2026-08-03T20:33:46.699152Z","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":"2026-08-03T20:33:46.823504Z","title":"Statistical modeling: The two cultures (with comments and a rejoinder by the author).Statistical science, 16(3):199–231, 2001","venue":null,"work_id":null,"year":2001},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:46.823504Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:4d30dfd349ce29d4fa2852921fc85bf59eaff8de5301d67352c3a6f1affb7a16","observation_id":"9d58590c-d493-4738-959b-18c9b4f0a6e4","resolution":{"observed_at":"2026-08-03T20:33:46.823504Z","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":"2026-08-03T20:33:46.948400Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:46.948400Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:004ed0f968de9ac90380e8e5b405aa5650b754fcd36f59255c66d1510232809b","observation_id":"25288086-8992-40fa-968f-24ba9f2c4048","resolution":{"observed_at":"2026-08-03T20:33:46.948400Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2205.13535","last_updated":"2022-10-15T01:31:42Z","snapshot_observed_at":"2026-08-07T21:46:09.780655Z","submitted_at":"2022-05-26T17:56:15Z","title":"AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2205.13535","snapshot_observed_at":"2026-08-03T20:33:47.072558Z","title":"Adaptformer: Adapting vision transformers for scalable visual recognition","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:47.072558Z"},"links":{"cited_paper":"/paper/2205.13535","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:d9d20df8e85332087476f7d158d0271ea0a76fe16d92777458d942b9836d0c83","observation_id":"ecd68ea8-41dd-43e6-82d6-32c85e48d8a3","resolution":{"observed_at":"2026-08-03T20:33:47.072558Z","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":"2026-08-03T20:33:47.263615Z","title":"Concept whitening for interpretable image recognition.Nature Machine Intelli- gence, 2(12):772–782, 2020","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:47.263615Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:bb0e7867d42cd30f5167657d8d7cca9059eef4c703ce9190dc9fbef3b3c9cba6","observation_id":"a562d3a1-a35c-4708-84d7-200680fab731","resolution":{"observed_at":"2026-08-03T20:33:47.263615Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2205.08534","last_updated":"2023-02-13T15:50:22Z","snapshot_observed_at":"2026-08-07T21:44:39.930046Z","submitted_at":"2022-05-17T17:59:11Z","title":"Vision Transformer Adapter for Dense Predictions","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2205.08534","snapshot_observed_at":"2026-08-03T20:33:47.381192Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:47.381192Z"},"links":{"cited_paper":"/paper/2205.08534","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:7250a857b6bcb19d54e586c925e06f9bbf8e322412957e8ac571ec652970e2f9","observation_id":"f71c6955-8b72-454b-bed0-fdd18bea0743","resolution":{"observed_at":"2026-08-03T20:33:47.381192Z","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":"2026-08-03T20:33:47.517392Z","title":"Diversifying deep ensembles: A saliency map approach for enhanced ood detection, calibration, and accuracy","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:47.517392Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:8b2ad4872ecfd60c01ac1bfc29a38a9383fe4f3a8ff43efca69b889e7c15b325","observation_id":"e4758cbe-bafe-43d4-858f-1c32ef31b99f","resolution":{"observed_at":"2026-08-03T20:33:47.517392Z","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":"2026-08-03T20:33:47.694567Z","title":"Exploring the cloud of vari- able importance for the set of all good models.Nature Ma- chine Intelligence, 2(12):810–824, 2020","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:47.694567Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:7885e9ff48faae382c087a4511082658799d44220c40b85d0fb5a447fcc4f640","observation_id":"f49f5516-4cd7-466f-ba7b-357a07855c09","resolution":{"observed_at":"2026-08-03T20:33:47.694567Z","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":"2026-08-03T20:33:47.836964Z","title":"Rashomon sets for prototypical-part networks: Editing interpretable models in real-time","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:47.836964Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:4a6f744c46ce94fc1c716e4da202c106cac3ef08db5662a590fb7a930b2f7ad7","observation_id":"e8d43be5-6b00-444d-95eb-153166714b67","resolution":{"observed_at":"2026-08-03T20:33:47.836964Z","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":"2026-08-03T20:33:47.952147Z","title":"Underspecification presents challenges for credibility in modern machine learning.Journal of Machine Learning Research, 2020","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:47.952147Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:303366abb07de7117b328af1f38ad4796e290702fce221691bff87f3a5520ff2","observation_id":"85bd968e-0b8a-450d-952c-d91e2c371783","resolution":{"observed_at":"2026-08-03T20:33:47.952147Z","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":"2026-08-03T20:33:48.145602Z","title":"Concept embedding mod- els: Beyond the accuracy-explainability trade-off.Advances in neural information processing systems, 35:21400–21413,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:48.145602Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:626c4289026f627b4f7b1715f5da9dd0f1301e3a340b2bc3ff781399d9d87f93","observation_id":"9d6f4e0a-fe37-427e-b093-19e9aa8ecb63","resolution":{"observed_at":"2026-08-03T20:33:48.145602Z","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":"2026-08-03T20:33:48.260114Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:48.260114Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:e128aa45af7364730dd99f232da033c5d0f4b9dce25545b9b69f66afa4af25a6","observation_id":"8376c598-d453-4b44-8c32-9d601842dc18","resolution":{"observed_at":"2026-08-03T20:33:48.260114Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1912.02757","last_updated":"2020-06-25T03:57:04Z","snapshot_observed_at":"2026-08-02T23:41:42.474354Z","submitted_at":"2019-12-05T17:48:18Z","title":"Deep Ensembles: A Loss Landscape Perspective","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1912.02757","snapshot_observed_at":"2026-08-03T20:33:48.466572Z","title":"Deep ensembles: A loss landscape perspective.ArXiv, abs/1912.02757, 2019","venue":null,"work_id":null,"year":1912},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:48.466572Z"},"links":{"cited_paper":"/paper/1912.02757","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:d230f79eb3d90dc3315bba75f838aae5de160c78c4a5565595b592256255da22","observation_id":"1591e577-4fab-4aed-bcba-88f4e02df218","resolution":{"observed_at":"2026-08-03T20:33:48.466572Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.14959","last_updated":"2025-08-08T06:57:59Z","snapshot_observed_at":"2026-08-10T14:43:28.737644Z","submitted_at":"2025-01-24T22:45:09Z","title":"Systemizing Multiplicity: The Curious Case of Arbitrariness in Machine Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.14959","snapshot_observed_at":"2026-08-03T20:33:48.646440Z","title":"The curi- ous case of arbitrariness in machine learning.arXiv preprint arXiv:2501.14959, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:48.646440Z"},"links":{"cited_paper":"/paper/2501.14959","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:eb351e07d6d814cd0da1884a4668cf8c637a2172dfc7fc314d1c2eeb8f89d186","observation_id":"72e6fe20-b148-4f81-8244-60fc98d8c4cd","resolution":{"observed_at":"2026-08-03T20:33:48.646440Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.09832","last_updated":"2023-11-21T20:30:00Z","snapshot_observed_at":"2026-08-10T19:16:22.052553Z","submitted_at":"2023-10-15T13:28:42Z","title":"Merging Experts into One: Improving Computational Efficiency of Mixture of Experts","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.09832","snapshot_observed_at":"2026-08-03T20:33:48.758182Z","title":"Merging experts into one: Improv- ing computational efficiency of mixture of experts.ArXiv, abs/2310.09832, 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:48.758182Z"},"links":{"cited_paper":"/paper/2310.09832","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:f9eac4340880ef35432cfbdc828e385f3cc1d5ebf5ccf278c87990b153af1cfe","observation_id":"c1701811-b390-49bc-a8fc-820eaa5a37d6","resolution":{"observed_at":"2026-08-03T20:33:48.758182Z","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":"2026-08-03T20:33:48.917410Z","title":"Parameter-efficient transfer learning for NLP","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:48.917410Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:1599eacaf2f8ebf15910d3644024258ee7ba8099f7955b9b4c2daff13b29fd45","observation_id":"0237cca2-177a-4ff5-aee6-8b8bd97b2a1f","resolution":{"observed_at":"2026-08-03T20:33:48.917410Z","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":"2026-08-03T20:33:49.064275Z","title":"Rashomon capacity: A met- ric for predictive multiplicity in classification","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:49.064275Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:8d569efcdedb8d75b78270e7e207294a066748ecd17f100830e75fb93431f8ae","observation_id":"e4d77e6b-4650-4328-87c1-a111b585ea7e","resolution":{"observed_at":"2026-08-03T20:33:49.064275Z","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":"2026-08-03T20:33:49.180530Z","title":"Dropout-based rashomon set exploration for efficient predic- tive multiplicity estimation","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:49.180530Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:488125adad155530b34a9aea86d44ac5374a8c6ee66518c6aad328b3d7bde6f0","observation_id":"6c6e272f-289b-4cfe-aae1-d755ffbb1552","resolution":{"observed_at":"2026-08-03T20:33:49.180530Z","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":"2026-08-03T20:33:49.297770Z","title":"Lora: Low- rank adaptation of large language models","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:49.297770Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:135683d1d2ab38682f1db0ad69d4b26a32592f2a13d02e59ddff037953ebd3db","observation_id":"df049be5-febe-4566-aad4-ceb96c610262","resolution":{"observed_at":"2026-08-03T20:33:49.297770Z","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":"2026-08-03T20:33:49.413318Z","title":"Probabilistic concept bottleneck models","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:49.413318Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:e40369412a02f6dc99c7e27325eedf6f5068519233a2e38881a725ac360498d4","observation_id":"be41b5e6-6d5b-43a9-a299-603bbfd41643","resolution":{"observed_at":"2026-08-03T20:33:49.413318Z","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":"2026-08-03T20:33:49.526034Z","title":"Eq-cbm: A probabilistic concept bottle- neck with energy-based models and quantized vectors, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:49.526034Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:2e3a4c9860ef125adef512fe19b4872660687b7ca93acec3d277839f7a728db2","observation_id":"47c395a1-a37b-4fdf-829f-3f66c7e83f6d","resolution":{"observed_at":"2026-08-03T20:33:49.526034Z","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":"2026-08-03T20:33:49.653281Z","title":"Concept bottleneck models","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:49.653281Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:02fd661dfbc5a6c574e82072cd3f48477a4bdb240c05b34d91b545126a9aa2fa","observation_id":"f0c37326-cdad-4d0a-834f-c4de53299580","resolution":{"observed_at":"2026-08-03T20:33:49.653281Z","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":"2026-08-03T20:33:49.804741Z","title":"Similarity of neural network represen- tations revisited","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:49.804741Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:8a844bb05fc42b60ad3b651ec52c80c23d3adc29979deca95dee677d0b871485","observation_id":"f311d7dd-0fff-4832-992a-c72bd15ed5d9","resolution":{"observed_at":"2026-08-03T20:33:49.804741Z","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":"2026-08-03T20:33:49.919025Z","title":"Learning multiple layers of features from tiny images","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:49.919025Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:a5d53e11339fd9b2936459c8989c571c6ce3ddc8c02e8941b20aa4498c6945d3","observation_id":"48bc3d9a-8b24-4a14-a82a-c92976d19daa","resolution":{"observed_at":"2026-08-03T20:33:49.919025Z","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":"2026-08-03T20:33:50.110357Z","title":"Simple and scalable predictive uncertainty esti- mation using deep ensembles","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:50.110357Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:9c586cc58d4a306fc6d48c3568dde01efbfbd6823571a332c0ab34b4e98751ac","observation_id":"9df445ac-4a25-4197-99c6-24780686c80f","resolution":{"observed_at":"2026-08-03T20:33:50.110357Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.00089","last_updated":"2025-01-31T18:07:21Z","snapshot_observed_at":"2026-08-09T20:21:06.208133Z","submitted_at":"2025-01-31T18:07:21Z","title":"Ensembles of Low-Rank Expert Adapters","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.00089","snapshot_observed_at":"2026-08-03T20:33:50.303976Z","title":"Ensembles of low-rank expert adapters.arXiv preprint arXiv:2502.00089, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:50.303976Z"},"links":{"cited_paper":"/paper/2502.00089","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:6ab051d5745d33e671e2379612533ae56450582be341e20d38c2b18ceff24a6b","observation_id":"c208dc31-24bb-4ee2-9f80-76def4a089ef","resolution":{"observed_at":"2026-08-03T20:33:50.303976Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.09353","last_updated":"2024-07-09T05:59:16Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-02-14T17:59:34Z","title":"DoRA: Weight-Decomposed Low-Rank Adaptation","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.09353","snapshot_observed_at":"2026-08-03T20:33:50.465223Z","title":"Dora: Weight-decomposed low-rank adaptation.ArXiv, abs/2402.09353, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:50.465223Z"},"links":{"cited_paper":"/paper/2402.09353","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:4007f598b4636a732cc78477d28732bdd5b31d4320ed4e89a974d0089bd97367","observation_id":"825a5720-0c9d-4391-86b1-ab954f2d9a57","resolution":{"observed_at":"2026-08-03T20:33:50.465223Z","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":"2026-08-03T20:33:50.645957Z","title":"Deep learning face attributes in the wild","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:50.645957Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:c288527ba24769e87edf0508ce26c73b74c82f9e04588de3582d9f7d7cceef69","observation_id":"f367c008-c733-4ea6-a4bc-07524683b66b","resolution":{"observed_at":"2026-08-03T20:33:50.645957Z","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":"2026-08-03T20:33:50.843487Z","title":"A unified approach to interpreting model predictions.Advances in neural informa- tion processing systems, 30, 2017","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:50.843487Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:f36288454a9052a7ac7cf3be499144ffd258321fd527e2e59834eaa4bd8a0107","observation_id":"53ab2893-f85f-4248-ad08-04aec91764b0","resolution":{"observed_at":"2026-08-03T20:33:50.843487Z","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":"2026-08-03T20:33:51.024368Z","title":"Predictive multiplicity in classification","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:51.024368Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:3c99530be1b491e110eaa1e48915f59ca102a7d0effd31b27cd2784e2a3ed898","observation_id":"13172ca2-5438-4654-b9f6-6b962a339e49","resolution":{"observed_at":"2026-08-03T20:33:51.024368Z","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":"2026-08-03T20:33:51.192581Z","title":"Lora-ensemble: Efficient uncertainty modelling for self-attention networks","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:51.192581Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:bad2f95922295d21d9436a0eb21185d9e4bf22879994a0718f1c6e2857b861a0","observation_id":"2fc14ee9-1be9-45e6-b82d-09a956983615","resolution":{"observed_at":"2026-08-03T20:33:51.192581Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.06129","last_updated":"2023-06-05T17:33:43Z","snapshot_observed_at":"2026-08-10T19:17:28.096908Z","submitted_at":"2023-04-12T19:27:09Z","title":"Label-Free Concept Bottleneck Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.06129","snapshot_observed_at":"2026-08-03T20:33:51.329478Z","title":"Oikarinen, Subhro Das, Lam M","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:51.329478Z"},"links":{"cited_paper":"/paper/2304.06129","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:4a41c9a9a063e5c223010b208a2cff276f7ba35455abed2c2f83004a6a4fe645","observation_id":"da509acb-8c9b-4e25-8007-090cf2721bd5","resolution":{"observed_at":"2026-08-03T20:33:51.329478Z","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":"2026-08-03T20:33:51.461545Z","title":"Learning multiple visual domains with residual adapters","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:51.461545Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:970da2482f9492873b9c60a9f996a00f5eedc4b40c90bf925036a298a2f19226","observation_id":"6063fb56-25b7-4873-b8d4-5672ac4891c4","resolution":{"observed_at":"2026-08-03T20:33:51.461545Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.17263","last_updated":"2025-05-26T12:59:34Z","snapshot_observed_at":"2026-08-10T19:16:19.998885Z","submitted_at":"2024-02-27T07:14:12Z","title":"MELoRA: Mini-Ensemble Low-Rank Adapters for Parameter-Efficient Fine-Tuning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.17263","snapshot_observed_at":"2026-08-03T20:33:51.637493Z","title":"Melora: Mini-ensemble low-rank adapters for parameter-efficient fine-tuning.arXiv preprint arXiv:2402.17263, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:51.637493Z"},"links":{"cited_paper":"/paper/2402.17263","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:eaf702ee4a85cf703da7dbd461a9528f11fa27e87f43d9429dba739585183153","observation_id":"28992cee-9390-41da-abd2-3583fbea10fc","resolution":{"observed_at":"2026-08-03T20:33:51.637493Z","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":"2026-08-03T20:33:51.757838Z","title":"Amazing things come from having many good models","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:51.757838Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:651e8f110eb1f086dc024d9b410619a68392434770d7e54cb2c5ac813c6c702d","observation_id":"da3a6a00-9357-4eef-9ce1-317d39eaa0b6","resolution":{"observed_at":"2026-08-03T20:33:51.757838Z","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":"2026-08-03T20:33:51.944122Z","title":"On the ex- istence of simpler machine learning models","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:51.944122Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:64defdfe12ab76615ba329f71503f08b93c76a53d4ecb9513d50f71f54b182a5","observation_id":"b6decb95-12f4-4dcc-a725-6450ce552459","resolution":{"observed_at":"2026-08-03T20:33:51.944122Z","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":"2026-08-03T20:33:52.034656Z","title":"A path to simpler models starts with noise.Ad- vances in neural information processing systems, 36:3362– 3401, 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:52.034656Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:ab0bff1197d4f6b0eb1e629575c1f346dcbb7234429e7e1685bbc316a9b97c80","observation_id":"235aef1e-64a7-4944-8d87-c5da906140ae","resolution":{"observed_at":"2026-08-03T20:33:52.034656Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1802.07881","last_updated":"2018-02-22T13:24:09Z","snapshot_observed_at":"2026-08-10T19:16:37.751144Z","submitted_at":"2018-02-22T13:24:09Z","title":"Diversity regularization in deep ensembles","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1802.07881","snapshot_observed_at":"2026-08-03T20:33:52.160825Z","title":"Diversity regularization in deep ensembles.ArXiv, abs/1802.07881, 2018","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:52.160825Z"},"links":{"cited_paper":"/paper/1802.07881","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:bfbe35b1ec40102503a11953f94759b62eefc776827717a97d6545e1ae625d3e","observation_id":"1664c983-782e-474e-bcf2-a638d6eca694","resolution":{"observed_at":"2026-08-03T20:33:52.160825Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2007.04206","last_updated":"2020-07-08T15:48:12Z","snapshot_observed_at":"2026-08-10T19:16:36.780668Z","submitted_at":"2020-07-08T15:48:12Z","title":"Diverse Ensembles Improve Calibration","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2007.04206","snapshot_observed_at":"2026-08-03T20:33:52.302530Z","title":"Diverse ensembles improve calibration.ArXiv, abs/2007.04206, 2020","venue":null,"work_id":null,"year":2007},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:52.302530Z"},"links":{"cited_paper":"/paper/2007.04206","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:d5adbb5a1adbb075e95d5bd930a11a38ddeeb12948f99a5405114313588b9ae7","observation_id":"63a0ad9c-eaf8-4fb0-b034-2430fe0b56d2","resolution":{"observed_at":"2026-08-03T20:33:52.302530Z","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":"2026-08-03T20:33:52.498650Z","title":"El- liCE: Efficient and provably robust algorithmic recourse via the rashomon sets","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:52.498650Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:a431d9876a9eee9b494b82191ef9827b1a16322360f3ab6cfd6b7d2d92008f8c","observation_id":"820423b7-09be-4638-8dba-cf2510c4b7d3","resolution":{"observed_at":"2026-08-03T20:33:52.498650Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.19272","last_updated":"2024-10-17T08:36:58Z","snapshot_observed_at":"2026-08-07T21:46:07.577539Z","submitted_at":"2024-06-27T15:38:37Z","title":"Stochastic Concept Bottleneck Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.19272","snapshot_observed_at":"2026-08-03T20:33:52.628274Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:52.628274Z"},"links":{"cited_paper":"/paper/2406.19272","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:2dfe07232f2bb7a3a59203765a4f91feb19ef0fa08403e898594fdfd454c7b70","observation_id":"1f6d9810-866d-461e-bc89-131eeb2c5d62","resolution":{"observed_at":"2026-08-03T20:33:52.628274Z","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":"2026-08-03T20:33:52.827842Z","title":null,"venue":null,"work_id":null,"year":2011},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:52.827842Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:cdaa27d716f45c9c4b5da75a3e70371f691e2952068af1ead03d1d27b4e3c381","observation_id":"c2780607-214a-4960-bce4-8857c2e6bffc","resolution":{"observed_at":"2026-08-03T20:33:52.827842Z","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":"2026-08-03T20:33:53.028175Z","title":"Predictive multiplicity in probabilistic classification","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:53.028175Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:4e15d8b18d19ab5b3d93350f334c2f87fe50e4f01f6c1d2451a2aeae4ea276be","observation_id":"c41daff7-2212-4013-af7a-cc16b3733b5a","resolution":{"observed_at":"2026-08-03T20:33:53.028175Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.04150","last_updated":"2024-08-08T01:31:38Z","snapshot_observed_at":"2026-08-09T18:55:56.461970Z","submitted_at":"2024-08-08T01:31:38Z","title":"Decorrelating Structure via Adapters Makes Ensemble Learning Practical for Semi-supervised Learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.04150","snapshot_observed_at":"2026-08-03T20:33:53.198296Z","title":"Decor- relating structure via adapters makes ensemble learning practical for semi-supervised learning.arXiv preprint arXiv:2408.04150, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:53.198296Z"},"links":{"cited_paper":"/paper/2408.04150","citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:8596107cfff33f86242687979ff378a639414574474e7515552da85c4f08886e","observation_id":"98deea80-843c-4e8b-80fd-b0a1abd6e124","resolution":{"observed_at":"2026-08-03T20:33:53.198296Z","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":"2026-08-03T20:33:53.362782Z","title":"Lampert, Bernt Schiele, and Zeynep Akata","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:53.362782Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:9e02c31197be803e07132d6252d39feee2917981a88d096557410e6a2cf3c535","observation_id":"feb7f1c7-2ef1-4fe3-ac26-9e199839e02c","resolution":{"observed_at":"2026-08-03T20:33:53.362782Z","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":"2026-08-03T20:33:53.537261Z","title":"Exploring the whole rashomon set of sparse decision trees.Advances in neural information processing systems, 35:14071–14084, 2022","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:53.537261Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:27cc59a49ffc187b0714e6485f274fb3e7f1d0c4d3fc73cc0600bf185cbd6792","observation_id":"10e520fa-67de-4e69-aea1-2b8be8b17df5","resolution":{"observed_at":"2026-08-03T20:33:53.537261Z","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":"2026-08-03T20:33:53.702346Z","title":"Energy-based concept bottleneck models: Unifying predic- tion, concept intervention, and probabilistic interpretations","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:53.702346Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:e481b668a8d6d6964c8f2c58e704ae6c18be98fc21f3d7c56b1e7a995a123b94","observation_id":"17dd9eb0-569b-42f6-a2d6-0b0a6f7929f8","resolution":{"observed_at":"2026-08-03T20:33:53.702346Z","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":"2026-08-03T20:33:53.819496Z","title":"The diversified ensemble neural network","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:53.819496Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:017004a34580738abeb2630263c788645e2b75ee1545ce8878b08d7e20e381fc","observation_id":"7a87a103-9711-4764-b55d-5b98e5a94e9f","resolution":{"observed_at":"2026-08-03T20:33:53.819496Z","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":"2026-08-03T20:33:53.932064Z","title":"stripes” and “stalker","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models","version":2},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-03T20:33:53.932064Z"},"links":{"citing_paper":"/paper/2511.19636"},"observation_digest":"sha256:b5c6b47c3a7357c3506945626c9e837002a26b2b73bab3c6b018fe0b7ab4f58e","observation_id":"59e6a855-e16b-45a1-8a3d-55c0b067c43c","resolution":{"observed_at":"2026-08-03T20:33:53.932064Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2511.19636","last_updated":"2026-07-06T06:25:19Z","latest_version":2,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-08T22:45:21.878235Z","submitted_at":"2025-11-24T19:12:26Z","title":"Exploring the Rashomon Set for Concept-Based Models"},"reference_resolution":{"displayed":51,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":50,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":51},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2511.19636."}