{"as_of":"2026-08-16T22:45:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:30a0d6916c586ca87e0827d051390bfedcd49d56a96cb6d45f97eeb68d94f78f","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":23,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":23,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-16T06:30:59.297886+00:00","state":"measured"},{"denominator":23,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":23,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T21:34:31.175467Z","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":"2026-07-03T17:58:47.172516Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-10T21:24:10.041831Z","title":"Do unlearning methods remove information from language model weights? arXiv preprint arXiv:2410.08827, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.04952","last_updated":"2025-01-09T03:59:10Z","snapshot_observed_at":"2026-08-15T06:27:30.398438Z","submitted_at":"2025-01-09T03:59:10Z","title":"Open Problems in Machine Unlearning for AI Safety","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-10T21:24:10.041831Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2501.04952"},"observation_digest":"sha256:fd04c20c0901f8655b7c527e5087aeb2837c0c9d1d9d4709aff901eb03e7689a","observation_id":"6022e9b2-4eb3-4c21-ba42-5f3d265042c7","resolution":{"observed_at":"2026-08-10T21:24:10.041831Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2501.19202","last_updated":"2026-04-20T06:27:04Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-01-31T15:12:20Z","title":"Improving LLM Unlearning Robustness via Random Perturbations","version":6},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-05-23T04:41:47.910423Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2501.19202"},"observation_digest":"sha256:8c2777d3b7779d301c682009169f63009f9ba5238b968148dcd8cdbbb90ea473","observation_id":"bbb66c9e-8912-4ab8-bb72-08a65b0fc2cf","resolution":{"observed_at":"2026-05-23T04:42:33.420665Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-09T14:47:15.078108Z","title":"and Roger, F","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.05209","last_updated":"2025-07-24T21:34:54Z","snapshot_observed_at":"2026-08-09T22:40:17.102835Z","submitted_at":"2025-02-03T18:59:16Z","title":"Model Tampering Attacks Enable More Rigorous Evaluations of LLM Capabilities","version":4},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-09T14:47:15.078108Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2502.05209"},"observation_digest":"sha256:fca4ce556bf5ac4244f81eaf1814d5e375490541ac747c0581fb70a85c688ab7","observation_id":"7f515d96-f150-4a66-87a0-e43671afe57a","resolution":{"observed_at":"2026-08-09T14:47:15.078108Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-08T19:40:31.549295Z","title":"and Roger, F","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.05374","last_updated":"2025-05-27T03:29:37Z","snapshot_observed_at":"2026-08-15T06:28:11.712099Z","submitted_at":"2025-02-07T23:03:55Z","title":"Towards LLM Unlearning Resilient to Relearning Attacks: A Sharpness-Aware Minimization Perspective and Beyond","version":4},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-08T19:40:31.549295Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2502.05374"},"observation_digest":"sha256:f737576dca80e4f4a89e8cb92960ad3dcbfb33a385a94ff885225b1f8418f847","observation_id":"e026bcf2-e946-49b4-a975-57a13b8833d5","resolution":{"observed_at":"2026-08-08T19:40:31.549295Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-15T21:34:31.175467Z","title":"Guangyao Dou, Zheyuan Liu, Qing Lyu, Kaize Ding, and Eric Wong","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.09500","last_updated":"2025-05-14T15:50:45Z","snapshot_observed_at":"2026-08-16T15:21:58.023132Z","submitted_at":"2025-05-14T15:50:45Z","title":"Layered Unlearning for Adversarial Relearning","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-15T21:34:31.175467Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2505.09500"},"observation_digest":"sha256:02b952f2f580e5e48bf4b2e07af77abaf4a456b2cf8c8843a399dddaa5183baa","observation_id":"771e45b4-76d7-4b63-95c8-3c9ec0addb26","resolution":{"observed_at":"2026-08-15T21:34:31.175467Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-07T14:29:48.810330Z","title":"and Roger, F","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.18786","last_updated":"2025-05-24T16:55:57Z","snapshot_observed_at":"2026-08-09T10:10:38.916400Z","submitted_at":"2025-05-24T16:55:57Z","title":"Leveraging Per-Instance Privacy for Machine Unlearning","version":1},"reference_index":2020,"source":"pdf_text","source_observed_at":"2026-08-07T14:29:48.810330Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2505.18786"},"observation_digest":"sha256:6e5ac3fe86e314099abf5cfa5a4833ee9761ebc7dcba814b025d08e7081cf398","observation_id":"65722495-2614-4feb-bf56-cee0196905b2","resolution":{"observed_at":"2026-08-07T14:29:48.810330Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-07T12:05:55.186590Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.00688","last_updated":"2025-05-31T19:43:00Z","snapshot_observed_at":"2026-08-14T14:19:01.676290Z","submitted_at":"2025-05-31T19:43:00Z","title":"Existing Large Language Model Unlearning Evaluations Are Inconclusive","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.186590Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2506.00688"},"observation_digest":"sha256:09890117930f4e9f85f9f7b6c25964314b340e6fd7ada971725bb230344e72c8","observation_id":"d4357c90-8381-4d3c-957e-8dd7f44a1ee9","resolution":{"observed_at":"2026-08-07T12:05:55.186590Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-07T11:52:53.544206Z","title":"and Roger, F","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.01318","last_updated":"2026-05-28T18:53:02Z","snapshot_observed_at":"2026-08-07T11:42:07.911788Z","submitted_at":"2025-06-02T05:01:30Z","title":"Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack","version":4},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T11:52:53.544206Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2506.01318"},"observation_digest":"sha256:a5b0ec08d71d80629a4f00ab69f1be291535104a26c86eafcdb74e8afe7fc174","observation_id":"520452ad-db7b-46e6-9ea2-45c31c79b77a","resolution":{"observed_at":"2026-08-07T11:52:53.544206Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-07T04:58:55.348212Z","title":"Do unlearning methods remove information from language model weights?","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.09227","last_updated":"2025-06-10T20:30:39Z","snapshot_observed_at":"2026-08-14T07:33:23.070386Z","submitted_at":"2025-06-10T20:30:39Z","title":"SoK: Machine Unlearning for Large Language Models","version":1},"reference_index":88,"source":"pdf_text","source_observed_at":"2026-08-07T04:58:55.348212Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2506.09227"},"observation_digest":"sha256:bc0e5ccfb7b959564c2669b880dd6b5d5f0d4cd301a46873f889a914d22f0f0d","observation_id":"05db6b0c-4c39-45c1-b414-7200b4451c18","resolution":{"observed_at":"2026-08-07T04:58:55.348212Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-07T00:29:35.464938Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.14003","last_updated":"2026-05-30T05:18:41Z","snapshot_observed_at":"2026-08-15T06:01:08.091482Z","submitted_at":"2025-06-16T21:03:51Z","title":"Unlearning Isn't Invisible: Detecting Unlearning Traces in LLMs from Model Outputs","version":5},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-07T00:29:35.464938Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2506.14003"},"observation_digest":"sha256:ff9fbe99d55a76052bc1c9173786cd375464a594806f31a8edf27e5a1c49d860","observation_id":"59a716f1-489a-4f4e-beec-8765cfeb6d3f","resolution":{"observed_at":"2026-08-07T00:29:35.464938Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-07T13:01:32.767988Z","title":"Do unlearning methods remove information from language model weights? arXiv preprint arXiv:2410.08827, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.15699","last_updated":"2025-05-28T22:09:04Z","snapshot_observed_at":"2026-08-15T02:25:47.839140Z","submitted_at":"2025-05-28T22:09:04Z","title":"BLUR: A Benchmark for LLM Unlearning Robust to Forget-Retain Overlap","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T13:01:32.767988Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2506.15699"},"observation_digest":"sha256:6e6ef23fa25c08d3f9a5cc92fd2487b652d3b8b76c57107b0eb7dfd018f761b0","observation_id":"6676f125-3087-4b2b-b375-58aadbca3d9f","resolution":{"observed_at":"2026-08-07T13:01:32.767988Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-07T00:56:31.527816Z","title":"Do unlearning methods remove information from language model weights? arXiv preprint arXiv:2410.08827,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.17279","last_updated":"2025-06-14T04:22:17Z","snapshot_observed_at":"2026-08-10T22:53:22.399571Z","submitted_at":"2025-06-14T04:22:17Z","title":"Step-by-Step Reasoning Attack: Revealing 'Erased' Knowledge in Large Language Models","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T00:56:31.527816Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2506.17279"},"observation_digest":"sha256:f86d4c1c6626427dc359454c71eb729cbb344854dd47bb689be9506bf36c30e6","observation_id":"bdc8e59c-a7b5-4908-9109-9b292287dc29","resolution":{"observed_at":"2026-08-07T00:56:31.527816Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2510.00761","last_updated":"2026-04-18T07:30:06Z","snapshot_observed_at":"2026-08-16T07:19:23.004984Z","submitted_at":"2025-10-01T10:50:14Z","title":"Downgrade to Upgrade: Optimizer Simplification Enhances Robustness in LLM Unlearning","version":5},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-05-18T10:44:53.516653Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2510.00761"},"observation_digest":"sha256:5ee8d7a0f5ab4f55746c578207543f9ed9ef24be1f4072e5a38da0cd706ccf55","observation_id":"103716d5-0a18-4885-94f9-25aec51dad41","resolution":{"observed_at":"2026-05-18T10:46:17.037187Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2604.07962","last_updated":"2026-04-09T08:24:52Z","snapshot_observed_at":"2026-07-06T22:57:09.435331Z","submitted_at":"2026-04-09T08:24:52Z","title":"Is your algorithm unlearning or untraining?","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-05-10T18:06:08.962042Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2604.07962"},"observation_digest":"sha256:f86f9d218b3abaf63aad7df7add5e4ea4ef85fe00fa46aaf81c2029b2669d03f","observation_id":"997df8a2-e430-44ac-be8c-83f9a2f358c7","resolution":{"observed_at":"2026-05-11T05:30:59.025013Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2604.09391","last_updated":"2026-04-10T15:06:50Z","snapshot_observed_at":"2026-08-13T12:37:22.894820Z","submitted_at":"2026-04-10T15:06:50Z","title":"Efficient Unlearning through Maximizing Relearning Convergence Delay","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-05-10T16:37:24.974659Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2604.09391"},"observation_digest":"sha256:76b203711816152e499a0275964f74095e613dbc0ddc6eadb24b43e85608c230","observation_id":"a03fc6af-3c80-4279-b511-33e0dfa6f309","resolution":{"observed_at":"2026-05-11T08:30:56.625752Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2604.13438","last_updated":"2026-04-15T03:32:41Z","snapshot_observed_at":"2026-08-14T15:07:02.788555Z","submitted_at":"2026-04-15T03:32:41Z","title":"WIN-U: Woodbury-Informed Newton-Unlearning as a retain-free Machine Unlearning Framework","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-10T14:28:20.140501Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2604.13438"},"observation_digest":"sha256:6e65816d9ba89dd72e5d0ef9cc781557cc755e0b09c27bbe81453e26b9033975","observation_id":"c9f1c6cc-5f16-443f-892a-ff1e2cb8e779","resolution":{"observed_at":"2026-05-10T14:30:31.236417Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2605.11685","last_updated":"2026-05-12T07:43:46Z","snapshot_observed_at":"2026-08-13T06:31:24.131661Z","submitted_at":"2026-05-12T07:43:46Z","title":"Robust LLM Unlearning Against Relearning Attacks: The Minor Components in Representations Matter","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-13T01:06:44.126131Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2605.11685"},"observation_digest":"sha256:aad0c662409498d11b5dff1d475a3f925373d38d5bd846a789e979ac02f3d7d2","observation_id":"c8cd6d89-9ca7-4c67-bddc-61e49fea81f7","resolution":{"observed_at":"2026-05-13T01:06:59.984664Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2605.26526","last_updated":"2026-05-26T04:18:42Z","snapshot_observed_at":"2026-08-15T11:45:15.180995Z","submitted_at":"2026-05-26T04:18:42Z","title":"Open-Weight LLM Fine-Tuning Defenses are Susceptible to Simple Attacks","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-06-29T19:23:47.574214Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2605.26526"},"observation_digest":"sha256:0988dbd8dad72cff84702727df3c684d650d8f575e8dceb09e97d89edf4efe00","observation_id":"097fd0b9-09bc-491b-bbff-04cf8285432b","resolution":{"observed_at":"2026-06-29T19:23:53.621029Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2606.03695","last_updated":"2026-06-02T14:15:25Z","snapshot_observed_at":"2026-08-14T15:31:17.422175Z","submitted_at":"2026-06-02T14:15:25Z","title":"Don't Forget Your Embeddings: Robust Knowledge Erasure via Precise Editing of Embeddings","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-06-28T10:38:54.373338Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2606.03695"},"observation_digest":"sha256:e5148e2727fbe94762600e94187b7b90d4cb878e4296993c37dc5525b0656d9f","observation_id":"5acdf056-ca68-4851-92d8-169504e54d27","resolution":{"observed_at":"2026-07-02T02:46:28.906636Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2606.09559","last_updated":"2026-06-08T14:33:40Z","snapshot_observed_at":"2026-08-13T21:51:16.078818Z","submitted_at":"2026-06-08T14:33:40Z","title":"Safe-RULE: Safe Reinforcement UnLEarning","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-06-27T17:28:09.686163Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2606.09559"},"observation_digest":"sha256:d7f8f4426183a29a9f6063e50aa4a52b8365af2164579ac54cb6cb8e59605c2c","observation_id":"7af7c66e-1815-4561-a811-e606838a67bc","resolution":{"observed_at":"2026-07-03T00:07:28.418633Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":"2410.08827","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-07-03T17:58:47.172516Z","title":"Do unlearning methods remove information from language model weights?arXiv preprint arXiv:2410.08827","venue":null,"work_id":"68b84e69-8965-4271-aa18-7ffc96e4718f","year":2024},"citing_paper":{"arxiv_id":"2606.17168","last_updated":"2026-06-20T10:01:32Z","snapshot_observed_at":"2026-08-13T06:30:59.562072Z","submitted_at":"2026-06-15T18:06:59Z","title":"RepSelect: Robust LLM Unlearning via Representation Selectivity","version":2},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-06-27T03:34:32.388152Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2606.17168"},"observation_digest":"sha256:591311a8df63fbaeafe264608323ed291995ba68e0741430d19dc5675dac3e68","observation_id":"225954d8-a245-46c7-9a8b-173f989adecf","resolution":{"observed_at":"2026-07-03T17:58:47.174073Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-06T18:54:46.398125Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.04692","last_updated":"2026-08-05T10:59:53Z","snapshot_observed_at":"2026-08-16T10:27:29.572680Z","submitted_at":"2026-08-05T10:59:53Z","title":"Suppression Sticks, Locality Is Fragile: A Closed-Loop Target-and-Control Audit of Task-Vector Negation in VLA Policies","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-06T18:54:46.398125Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2608.04692"},"observation_digest":"sha256:f9f8db8faaad17bb4c3166361015e50fac1c7e4a001feade73c3969a6342b82d","observation_id":"0ca2d13c-79d0-465b-9c05-4fae6ebf352a","resolution":{"observed_at":"2026-08-06T18:54:46.398125Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.08827","snapshot_observed_at":"2026-08-15T14:17:56.759517Z","title":"arXiv preprint arXiv:2410.08827 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.11408","last_updated":"2026-08-11T20:16:20Z","snapshot_observed_at":"2026-08-15T23:10:06.032724Z","submitted_at":"2026-08-11T20:16:20Z","title":"Measure, Don't Optimize: Forecasting Recovery in LLM Unlearning","version":1},"reference_index":65,"source":"arxiv_source","source_observed_at":"2026-08-15T14:17:56.759517Z"},"links":{"cited_paper":"/paper/2410.08827","citing_paper":"/paper/2608.11408"},"observation_digest":"sha256:b104302f8b124403416e34129b02a2b3a2714fe99c3fa435bb970a4ab990d499","observation_id":"1066d879-296c-485a-9662-18f616448947","resolution":{"observed_at":"2026-08-15T14:17:56.759517Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2410.08827/citation-record","integrity":"/paper/2410.08827/integrity","json":"/paper/2410.08827/citation-record.json","paper":"/paper/2410.08827"},"outbound":[],"paper":{"arxiv_id":"2410.08827","last_updated":"2025-02-07T16:27:48Z","latest_version":3,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-16T13:10:19.359841Z","submitted_at":"2024-10-11T14:06:58Z","title":"Do Unlearning Methods Remove Information from Language Model Weights?"},"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":"2026-08-16T06:30:59.297886+00:00","source":"crossref"},{"observed_at":"2026-08-16T06:30:54.164669+00:00","source":"retraction_watch"}],"thesis":"As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2410.08827."}