{"as_of":"2026-08-05T20:15:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:b4fb6a7f19c126201ea5ca8a92e01e03047f7d94c33ee00b119518ae3f144892","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":4,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":4,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-05T06:32:48.257954+00:00","state":"measured"},{"denominator":4,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":4,"source":"paper_references, paper_reference_links","source_observed_at":"2026-06-29T18:18:46.456767Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-07-04T08:09:40.687042Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2508.03058","last_updated":"2026-06-20T13:16:07Z","snapshot_observed_at":"2026-07-06T22:07:54.593618Z","submitted_at":"2025-08-05T04:05:15Z","title":"VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training","version":2},"cited_work":{"arxiv_id":"2508.03058","doi":null,"metadata_source":"pith","pith_arxiv_id":"2508.03058","snapshot_observed_at":"2026-07-04T08:09:40.687042Z","title":"Vrpo: Rethinking value modeling for robust rl training under noisy supervision","venue":"cs.LG","work_id":"5f503b59-6480-4b80-bab9-6aca5b63fe3d","year":2025},"citing_paper":{"arxiv_id":"2604.10701","last_updated":"2026-04-12T15:54:11Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2026-04-12T15:54:11Z","title":"Bringing Value Models Back: Generative Critics for Value Modeling in LLM Reinforcement Learning","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-05-10T15:09:29.657563Z"},"links":{"cited_paper":"/paper/2508.03058","citing_paper":"/paper/2604.10701"},"observation_digest":"sha256:d632169c2bf033b895c7b4e5088edfe2dff49b48ad598884d27c257af59d9aec","observation_id":"c904f56b-2d0b-4a9d-bd59-d0590906910c","resolution":{"observed_at":"2026-06-23T03:12:32.290368Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.03058","last_updated":"2026-06-20T13:16:07Z","snapshot_observed_at":"2026-07-06T22:07:54.593618Z","submitted_at":"2025-08-05T04:05:15Z","title":"VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training","version":2},"cited_work":{"arxiv_id":"2508.03058","doi":null,"metadata_source":"pith","pith_arxiv_id":"2508.03058","snapshot_observed_at":"2026-07-04T08:09:40.687042Z","title":"Vrpo: Rethinking value modeling for robust rl training under noisy supervision","venue":"cs.LG","work_id":"5f503b59-6480-4b80-bab9-6aca5b63fe3d","year":2025},"citing_paper":{"arxiv_id":"2605.27736","last_updated":"2026-05-26T22:20:51Z","snapshot_observed_at":"2026-08-02T16:25:15.479630Z","submitted_at":"2026-05-26T22:20:51Z","title":"Explicit Critic Guidance for Aligning Diffusion Models","version":1},"reference_index":97,"source":"pdf_text","source_observed_at":"2026-06-29T18:18:46.456767Z"},"links":{"cited_paper":"/paper/2508.03058","citing_paper":"/paper/2605.27736"},"observation_digest":"sha256:78bb041523930f1fb03976f3ba7662d86191597bf3773e1325c984f1f1842e07","observation_id":"a802aac9-2a2b-4d9f-9b4f-0e8d9253ed4a","resolution":{"observed_at":"2026-06-29T18:23:50.766504Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.03058","last_updated":"2026-06-20T13:16:07Z","snapshot_observed_at":"2026-07-06T22:07:54.593618Z","submitted_at":"2025-08-05T04:05:15Z","title":"VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training","version":2},"cited_work":{"arxiv_id":"2508.03058","doi":null,"metadata_source":"pith","pith_arxiv_id":"2508.03058","snapshot_observed_at":"2026-07-04T08:09:40.687042Z","title":"Vrpo: Rethinking value modeling for robust rl training under noisy supervision","venue":"cs.LG","work_id":"5f503b59-6480-4b80-bab9-6aca5b63fe3d","year":2025},"citing_paper":{"arxiv_id":"2606.01249","last_updated":"2026-06-17T04:44:10Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2026-05-31T14:04:51Z","title":"Trust Region On-Policy Distillation","version":3},"reference_index":200,"source":"arxiv_source","source_observed_at":"2026-06-28T17:38:50.313305Z"},"links":{"cited_paper":"/paper/2508.03058","citing_paper":"/paper/2606.01249"},"observation_digest":"sha256:3e0e27e06bebd05e14ac3766bf90d4804d5626402d39737c44539c0b43b1138b","observation_id":"122255db-7a68-4f5d-9272-6062f6623502","resolution":{"observed_at":"2026-07-01T20:56:13.710946Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.03058","last_updated":"2026-06-20T13:16:07Z","snapshot_observed_at":"2026-07-06T22:07:54.593618Z","submitted_at":"2025-08-05T04:05:15Z","title":"VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training","version":2},"cited_work":{"arxiv_id":"2508.03058","doi":null,"metadata_source":"pith","pith_arxiv_id":"2508.03058","snapshot_observed_at":"2026-07-04T08:09:40.687042Z","title":"Vrpo: Rethinking value modeling for robust rl training under noisy supervision","venue":"cs.LG","work_id":"5f503b59-6480-4b80-bab9-6aca5b63fe3d","year":2025},"citing_paper":{"arxiv_id":"2606.21943","last_updated":"2026-06-20T08:20:41Z","snapshot_observed_at":"2026-07-06T23:56:54.959593Z","submitted_at":"2026-06-20T08:20:41Z","title":"Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning","version":1},"reference_index":281,"source":"pdf_text","source_observed_at":"2026-06-26T12:15:08.304150Z"},"links":{"cited_paper":"/paper/2508.03058","citing_paper":"/paper/2606.21943"},"observation_digest":"sha256:ab573de8d8438b2033b960d01b1fd9a3bb6f08e8abbd7b8baad97d906b10abc0","observation_id":"b5d0fdbb-6510-41ee-9334-fbcd50a0fa22","resolution":{"observed_at":"2026-07-04T08:09:40.688325Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2508.03058/citation-record","integrity":"/paper/2508.03058/integrity","json":"/paper/2508.03058/citation-record.json","paper":"/paper/2508.03058"},"outbound":[],"paper":{"arxiv_id":"2508.03058","last_updated":"2026-06-20T13:16:07Z","latest_version":2,"primary_category":"cs.LG","snapshot_observed_at":"2026-07-06T22:07:54.593618Z","submitted_at":"2025-08-05T04:05:15Z","title":"VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training"},"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":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"thesis":"As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2508.03058."}