{"as_of":"2026-08-19T02:15:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:d37dbba13b7face605449986e3b48c4cbf29730d6d584dd909eb51088848ccda","coverage":[{"denominator":18,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":18,"source":"paper_references, paper_reference_links","source_observed_at":"2026-05-08T12:05:00.013591Z","state":"measured"},{"denominator":19,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":19,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-18T06:34:40.430872+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":"2026-08-07T14:30:31.955883Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"pith","source_observed_at":"2026-08-10T05:30:23.456663Z","state":"measured"}],"external_citation_measurements":[{"count":0,"observed_at":"2026-08-10T05:30:23.456663Z","source":"pith"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"cited_work":{"arxiv_id":"2604.22981","doi":"10.48550/arxiv.2604.22981","metadata_source":"pith","pith_arxiv_id":"2604.22981","snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","venue":"cs.LG","work_id":"67768595-73f7-4748-844a-c6b46018018e","year":2026},"citing_paper":{"arxiv_id":"2608.06125","last_updated":"2026-08-06T14:55:42Z","snapshot_observed_at":"2026-08-15T03:50:38.211687Z","submitted_at":"2026-08-06T14:55:42Z","title":"Sample-Adaptive Latent Rewards for Uncertainty-Guided Diffusion Post-Training","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-07T14:30:31.955883Z"},"links":{"cited_paper":"/paper/2604.22981","citing_paper":"/paper/2608.06125"},"observation_digest":"sha256:b1e4aea8651aaa6f0e7afec8a432773ccb5f99e4a1b1e232cab220dd2c95dcc6","observation_id":"164682d0-2cef-4822-b803-1943d511c074","resolution":{"observed_at":"2026-08-07T14:30:35.757355Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-15T14:08:11.549258+00:00","source":"crossref_status_cache"},{"observed_at":"2026-08-15T14:08:11.549258+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2604.22981/citation-record","integrity":"/paper/2604.22981/integrity","json":"/paper/2604.22981/citation-record.json","paper":"/paper/2604.22981"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"If r(x, y0..k) = E[r(x, y)|x, y0..k], then the average value ofr(x, y0..k) −r (x, y)should be close to 0","venue":null,"work_id":"7c19f9bd-9e80-4fe6-bf96-fb67753ae047","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:1c70423e4ceceea19492b68044390490e457d1bfd232ca8e21076b5812e4a54f","observation_id":"be5091b0-a62b-49bc-ac7d-599812a5804e","resolution":{"observed_at":"2026-05-26T13:42:24.557246Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Sincey0..k is more informative thany0..k−1, we should expect to see the mean squared prediction error(r(x, y0..k)−r(x, y)) 2 decrease askincreases","venue":null,"work_id":"86102ea7-92e9-423c-bde4-ad75d3ab59e2","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:258bf22f36243c17a7909f817547b0c4d9ff75c6dc58bb562180e4d12bea91be","observation_id":"5e4a2f64-1e80-49fd-901a-8fdb925d2287","resolution":{"observed_at":"2026-05-26T13:42:24.593496Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"What is the capital of Italy?","venue":null,"work_id":"6bb6e360-54bb-4683-a536-dc9f46c7f54a","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:9da5b4de218652c98c5b7f26890dfb335e78af3db096505936c19772fda0866d","observation_id":"a9bce3cd-d509-47eb-93f0-8cdd50bd9241","resolution":{"observed_at":"2026-05-26T13:42:24.572252Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"It is Rome","venue":null,"work_id":"574155f7-2fe8-4348-acb7-9b9b73b3cffa","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:49bfcd14efd8248f49f8252a1ad5a2e5e493115e71ace20556f6c175e7ef09a8","observation_id":"cd944571-b660-4f56-9e35-3781291e1025","resolution":{"observed_at":"2026-05-26T13:42:24.554097Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Rome, also known as The Eternal City","venue":null,"work_id":"98467fdd-ce34-487d-9354-dfb0a845f596","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:752de82c750d5042bbb673a7057e265d495e83376f80c57deab5f894f103237f","observation_id":"a7ecf277-a44b-4135-a292-35a059b43718","resolution":{"observed_at":"2026-05-26T13:42:24.551205Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Rome, GA","venue":null,"work_id":"d4ce6bc1-4792-4e2b-9dd9-cb2466ebf4b7","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:c9967fff722841e6160cf32ab659a66fc23534f9a789d0d9dbb0cf29c316ca2a","observation_id":"7a241ce9-a992-4319-9a90-e3e02e632abd","resolution":{"observed_at":"2026-05-26T13:42:24.563365Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Rome, also known as The City of Love","venue":null,"work_id":"08437ebf-6b2a-4362-b47e-7e02c401f76c","year":2024},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:8f25fa9bae9e1d39ae4b8586ef6d1ae55b24134bf068e5078d3ea15ae002bb54","observation_id":"5aaf6c01-d19c-41fd-8727-2f390cf29941","resolution":{"observed_at":"2026-05-26T13:42:24.596565Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"\\n\\n\" separator) minus at the end of the previous step was 18 2 1 0 1 2 3 Reward Model Output","venue":null,"work_id":"96f92258-3007-49c5-b515-3de12833d8fa","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:ae069bc7f895bb8865405d4efa1c47e5badbf8d13c12ae9a2649fe0acc09c683","observation_id":"67466b84-f137-4545-a1ba-ee6e10a9c17f","resolution":{"observed_at":"2026-05-26T13:42:24.587513Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Similar to the previous method, but sigmoid transformation was applied to the reward scores before subtraction","venue":null,"work_id":"c3128622-3991-4142-a237-fb9214409009","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:36da0f9f62cb9f4cdb2dde3fa7376bafce826c4c55511c569b80ae71ba0534d4","observation_id":"8046382c-4f46-4d8c-95f2-8400448eebb5","resolution":{"observed_at":"2026-05-26T13:42:24.566790Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Normalized Difference","venue":null,"work_id":"c25db3d8-40b9-4fa2-9450-a24319d52576","year":2025},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:4529e79a71e0cf90db483e89f233b70a7ac62e908a945f651da81e9b12e43397","observation_id":"7c574f0e-b9e3-45fa-8bdb-9036d509dcef","resolution":{"observed_at":"2026-05-26T13:42:24.581651Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"This was used to evaluate the checkpoints every 10 training steps to understand training progress","venue":null,"work_id":"c4d242cf-b137-43bc-b84e-652414fa4d12","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:59d5886b131ff1b51b6c69902b9b2ffcca1ced8bf6d515bdca093e170cba6746","observation_id":"623d9013-7318-490e-8bff-f6d0e0811832","resolution":{"observed_at":"2026-05-26T13:42:24.544749Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"0416dfd5-1ec0-4abd-8b05-9f8a1b30e33e","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:7c55916c913bba9290327b43cdca179e6580dc127e1b7238e7b75dd0392942c2","observation_id":"d91248a3-0142-4d9c-874f-adc6005bf530","resolution":{"observed_at":"2026-05-26T13:42:24.590360Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"The prompts for evaluation are also sourced fromDolci-Instruct-RL, but we only used the 10%validation subset with no overlap with the PPO training subset","venue":null,"work_id":"d260f206-d867-4947-8863-fc43d6666ed3","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:64f9a3830cc418b0d5fb82f8b8f8c2455e7122382ccb7d20ce2e6052520fa3c8","observation_id":"395e19b0-b562-4292-9e50-9b4647b677f3","resolution":{"observed_at":"2026-05-26T13:42:24.560193Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"warm start","venue":null,"work_id":"8c8fedee-bd74-40fd-9062-231fdfd9091b","year":2025},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:97a469dfc7072d9c64ca29270e47552e411b8ec8f6670a5f319d75bd4b7533da","observation_id":"2d8b95e0-d29e-4f26-b95f-e4fd9a0ddac9","resolution":{"observed_at":"2026-05-26T13:42:24.548230Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"887956f0-f615-4753-aa59-106b1bb50ec0","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:746cb9f7c966244a8a82b188c0b11e856959596769345fdc373148e54b589d62","observation_id":"69b1cbeb-0e57-4997-9d1d-c9a0b6609106","resolution":{"observed_at":"2026-05-26T13:42:24.584526Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"d8fb6809-4b5a-4dab-8c6e-4b1c35e36629","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:1082866450cdce95b8ec6946813a5466f5674076a4f5336d34098f64957e98c1","observation_id":"ad260881-b957-49cf-80ae-47b819cdeab2","resolution":{"observed_at":"2026-05-26T13:42:24.578416Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"80920a66-06c5-4e12-b46d-3a5ca05d6ae5","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:1f713675b1e488496892bbb0e77e5519716f07642eb501e00da057e2a401926e","observation_id":"c56e4abe-6ae8-45ee-a89f-9ec30623b440","resolution":{"observed_at":"2026-05-26T13:42:24.575416Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"A\" (Response A is better)","venue":null,"work_id":"109a8f95-59b5-49f3-b38f-55273dc91a44","year":null},"citing_paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-05-08T12:05:00.013591Z"},"links":{"citing_paper":"/paper/2604.22981"},"observation_digest":"sha256:946d29e5f6ed380496157a563b4fba9bceed118d8f9e73283a3b5a57ccf373ff","observation_id":"807ae89b-8af9-40a1-82cb-664db535cdaf","resolution":{"observed_at":"2026-05-26T13:42:24.569442Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2604.22981","last_updated":"2026-04-24T19:49:56Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-10T12:12:03.965169Z","submitted_at":"2026-04-24T19:49:56Z","title":"Reward Models Are Secretly Value Functions: Temporally Coherent Reward Modeling"},"reference_resolution":{"displayed":18,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":4,"verified_exact":0,"verified_fuzzy":13},"total_outbound_references":18},"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":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"thesis":"As of 19 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 1 inbound Pith citation observation for arXiv:2604.22981."}