{"as_of":"2026-08-06T03:01:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:3be4be21055ead21ece7291c87fb3340c8cf603429e7ecf4504a89fef1fe8c16","coverage":[{"denominator":55,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":55,"source":"paper_references, paper_reference_links","source_observed_at":"2026-05-12T02:36:40.696567Z","state":"measured"},{"denominator":55,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":55,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-05T06:32:48.257954+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"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":[],"links":{"evidence":"/evidence","html":"/paper/2605.09636/citation-record","integrity":"/paper/2605.09636/integrity","json":"/paper/2605.09636/citation-record.json","paper":"/paper/2605.09636"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2107.03374","last_updated":"2021-07-14T17:16:02Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2021-07-07T17:41:24Z","title":"Evaluating Large Language Models Trained on Code","version":2},"cited_work":{"arxiv_id":"2107.03374","doi":"10.48550/arxiv.2107.03374","metadata_source":"pith","pith_arxiv_id":"2107.03374","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Evaluating Large Language Models Trained on Code","venue":"cs.LG","work_id":"042493e9-b26f-4b4e-bbde-382072ca9b08","year":2021},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2107.03374","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:212d4374e1bed767fc57047848fafb45d6f2f7f02e14553eb9dd3e8f1d3c91f8","observation_id":"8f1fa98f-cc1d-4b73-a479-900520d50698","resolution":{"observed_at":"2026-05-12T07:31:26.647533Z","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":"2026-08-01T08:08:23.404839+00:00","source":"crossref_status_cache"},{"observed_at":"2026-08-01T08:08:23.404839+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2108.07732","last_updated":"2021-08-16T03:57:30Z","snapshot_observed_at":"2026-08-02T19:23:53.535075Z","submitted_at":"2021-08-16T03:57:30Z","title":"Program Synthesis with Large Language Models","version":1},"cited_work":{"arxiv_id":"2108.07732","doi":"10.1007/s11390-025-5518-5","metadata_source":"pith","pith_arxiv_id":"2108.07732","snapshot_observed_at":"2026-07-11T11:50:26.030339Z","title":"Program Synthesis with Large Language Models","venue":"cs.PL","work_id":"fd241a05-03b9-4de2-9588-9d77ce176125","year":2021},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2108.07732","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:7efef5860f3be0915b26a69800e33a83d47b5082391196c95e24d05a4e6b850d","observation_id":"7f671785-57fc-428a-866b-4ebee1f02def","resolution":{"observed_at":"2026-05-12T07:31:26.630169Z","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":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":"Measuring coding challenge competence with APPS","venue":null,"work_id":"aa33f5ab-68cc-4775-8677-b4e678f4bf12","year":2021},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:a6065d29b6aa9ab059a4fb4bbd82c9e0787813e2f066a6aa20a10e7209f9a9c2","observation_id":"0d5d209a-b849-40a3-935e-f4dfb3029e0e","resolution":{"observed_at":"2026-05-12T22:16:55.965165Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"Competition-level code generation with alphacode.Science, 378(6624):1092–1097","venue":null,"work_id":"bec1f55b-a9cb-4aa6-bcad-cc59083b9ba6","year":2022},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:815f2ada20402f1b79c668a6df09703d6c231f1058ec7387d79f44fa7fb617a0","observation_id":"d6ad4122-cfce-4aba-94e5-16982b8c5107","resolution":{"observed_at":"2026-05-12T22:16:55.974342Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":"2310.06770","last_updated":"2024-11-11T23:05:04Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-10-10T16:47:29Z","title":"SWE-bench: Can Language Models Resolve Real-World GitHub Issues?","version":3},"cited_work":{"arxiv_id":"2310.06770","doi":"10.1145/512927.512945","metadata_source":"pith","pith_arxiv_id":"2310.06770","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"SWE-bench: Can Language Models Resolve Real-World GitHub Issues?","venue":"cs.CL","work_id":"d0effe15-a689-441a-8e3f-ea35f1c4e4b1","year":2023},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2310.06770","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:5cbc7964d8459ba692e7da78ca4e2a2680729f0a08ec594c710cb31b5860be1c","observation_id":"a9ad8413-2e3c-4a86-9d86-f3dec17ed6d6","resolution":{"observed_at":"2026-05-12T07:31:26.635978Z","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":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":"Terminal-bench: Benchmarking agents on hard, realistic tasks in command line interfaces","venue":null,"work_id":"30017f16-00dd-46f2-b844-f0b7777e4439","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:d4bfd7aaf4c766e68e9c07c2e3315cf3be97b271f60737996abdc16e13a28767","observation_id":"57a9b821-416b-4f68-bd28-efc56c828625","resolution":{"observed_at":"2026-05-12T22:16:55.969694Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":null,"cited_work":{"arxiv_id":null,"doi":"10.5281/zenodo.10447666","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"and Dean, Joseph P","venue":"Open Repository and Bibliography (University of Luxembourg)","work_id":"73d96369-49b3-48a0-816b-7dadb9e68f09","year":2023},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:f8dd98ed007bfecc9f10e036577600b9b76ec48afb4df2c128ed2c173d092ece","observation_id":"ceb686b6-2a8d-47ec-b0be-c40c043cb3db","resolution":{"observed_at":"2026-05-12T02:41:16.872542Z","resolver_source":"doi","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":"2026-07-11T09:49:01.113098+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-11T09:49:01.113098+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-05T06:32:44.755628+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":"Ham, Paul H","venue":null,"work_id":"6a0be618-43a8-4d77-bb12-31991cbf8cb7","year":2023},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:06a62d02b327dc069377e53bb615401564151f5bcf0c5eedc3a1d9ec619a7b5a","observation_id":"3d17fa15-f702-496a-884c-84e129a8d413","resolution":{"observed_at":"2026-05-12T22:16:55.982540Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"deal.ii—a general-purpose object- oriented finite element library.ACM Transactions on Mathematical Software, 33(4):24–es","venue":null,"work_id":"cf17dd94-8a14-4f32-8999-e4b5097ee083","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:762a39749b6cc1176a834b95b417e8541caff852f19aaba2e21b9b93f1641e7e","observation_id":"ac391f6c-5279-45ad-8a32-1cf113838d27","resolution":{"observed_at":"2026-05-12T22:16:55.978694Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":null,"cited_work":{"arxiv_id":"8776.126877","doi":"10.1145/1268776.1268777","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Bangerth, R","venue":"ACM Transactions on Mathematical Software","work_id":"9dca24bd-bf34-4d68-927b-59818b9333d9","year":2007},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:ccb6160ed820e940b6054e3fec11d223916cf77faceb98b36e685121dd61e6fd","observation_id":"cffb4f45-fd9f-4c5c-a8d3-1ee011b7a54f","resolution":{"observed_at":"2026-05-12T02:41:16.876551Z","resolver_source":"arxiv_id","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":null,"cited_work":{"arxiv_id":"2505.08783","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-09T14:26:20.320643Z","title":"arXiv preprint arXiv:2505.08783 , year=","venue":null,"work_id":"9a195423-d86c-4f67-9e60-6b0e86fc3eaa","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:27b2d90f98b4021daea09b84af7e48e63180fb64b52810ba9494bd23fa587bfa","observation_id":"c38262bd-3b6d-4542-a135-2d0b45afc7ff","resolution":{"observed_at":"2026-05-12T07:31:26.622744Z","resolver_source":"arxiv_id","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":"2407.16741","last_updated":"2025-04-18T18:14:31Z","snapshot_observed_at":"2026-08-02T14:58:44.167588Z","submitted_at":"2024-07-23T17:50:43Z","title":"OpenHands: An Open Platform for AI Software Developers as Generalist Agents","version":3},"cited_work":{"arxiv_id":"2407.16741","doi":"10.1145/3718958.3750537","metadata_source":"pith","pith_arxiv_id":"2407.16741","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"OpenHands: An Open Platform for AI Software Developers as Generalist Agents","venue":"cs.SE","work_id":"f1762ea0-e382-4f38-a28c-adc643789859","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2407.16741","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:1053c21872354f6f334f285d12fbf0bc9be9589bd9db1d113c3987960bc0cc1d","observation_id":"d814a316-6228-46ed-9cc8-5f1d3385f9af","resolution":{"observed_at":"2026-05-12T07:31:26.739440Z","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":"2405.15793","last_updated":"2024-11-11T20:01:15Z","snapshot_observed_at":"2026-07-06T18:19:29.996982Z","submitted_at":"2024-05-06T17:41:33Z","title":"SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering","version":3},"cited_work":{"arxiv_id":"2405.15793","doi":"10.48550/arxiv.2405.15793","metadata_source":"pith","pith_arxiv_id":"2405.15793","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering","venue":"cs.SE","work_id":"01826cd9-a652-403c-a2ec-531da9fe2b6a","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2405.15793","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:b17c1927cad9d4315722c54d6f61798642def936d1f920a74629c23fca32f173","observation_id":"af2b4bf6-e92e-4955-9740-a56954a46799","resolution":{"observed_at":"2026-05-12T07:31:26.750352Z","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":"2026-07-14T18:20:24.962823+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-14T18:20:24.962823+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-05T06:32:44.755628+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":"Self-attention to operator learning-based 3d-ic thermal simulation","venue":null,"work_id":"1f225574-eb6d-4df1-b48e-d1095099efd3","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:c76af8f5da5f861262ff8fbc12ca8ede5a984803775bfd03276c70bafd9eeaed","observation_id":"c825420d-5259-42fe-9094-5520bf3edf15","resolution":{"observed_at":"2026-05-12T22:16:55.938281Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-08T11:54:52.151753Z","title":"Pdebench: An extensive benchmark for scientific machine learning.Advances in neural information processing systems, 35:1596–1611","venue":null,"work_id":"07b65a64-8f9a-498f-a76c-6c41d709e1dc","year":2022},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:7bfdca3ae691e4df951809c23d5be4d2d032735f2d230c7fa84af4307259c833","observation_id":"0c284d80-9ad8-4c98-8d17-1868067b6874","resolution":{"observed_at":"2026-05-12T22:16:55.942191Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":"2209.15616","last_updated":"2022-11-15T23:07:10Z","snapshot_observed_at":"2026-07-06T13:58:22.032846Z","submitted_at":"2022-09-30T17:40:05Z","title":"Towards Multi-spatiotemporal-scale Generalized PDE Modeling","version":2},"cited_work":{"arxiv_id":"2209.15616","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2209.15616","snapshot_observed_at":"2026-07-04T03:09:30.471774Z","title":"Gupta and Johannes Brandstetter","venue":null,"work_id":"acac7c46-26ce-4bef-956b-532ba97b1ff6","year":2022},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2209.15616","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:5fb4e0de8f6954bd3b368db50ea93eefe4375793399c181b94d4f3b8a237fa67","observation_id":"119f2f29-280f-4874-98cb-a75393acb963","resolution":{"observed_at":"2026-05-12T07:31:26.716442Z","resolver_source":"arxiv_id","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":"2310.05963","last_updated":"2024-02-23T16:39:40Z","snapshot_observed_at":"2026-08-04T12:49:34.284206Z","submitted_at":"2023-09-13T06:30:08Z","title":"CFDBench: A Large-Scale Benchmark for Machine Learning Methods in Fluid Dynamics","version":2},"cited_work":{"arxiv_id":"2310.05963","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2310.05963","snapshot_observed_at":"2026-07-04T18:30:02.735153Z","title":"arXiv preprint arXiv:2310.05963 , year =","venue":null,"work_id":"718b2f88-6a2c-4114-9841-6aa7d4fec8c4","year":2023},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2310.05963","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:a62070e2f6d5f9fd6cd50f92739bfb8dc73223ab58a28f950c2e749043e7f762","observation_id":"c4993907-c88b-4506-b517-4fe23a605555","resolution":{"observed_at":"2026-05-12T07:31:26.669820Z","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":"2307.10635","last_updated":"2024-06-28T08:24:13Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-07-20T07:01:57Z","title":"SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models","version":3},"cited_work":{"arxiv_id":"2307.10635","doi":"10.48550/arxiv.2307.10635","metadata_source":"pith","pith_arxiv_id":"2307.10635","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models","venue":"cs.CL","work_id":"88ae39fd-4d53-4184-9d82-03e8ac44d797","year":2023},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2307.10635","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:4af93ec78594f29f93d4c4abfd7dc9238f30f5fee2b8c7177300b9491a5adc92","observation_id":"421541fe-c07c-413e-9ba7-fc157a2b3cc0","resolution":{"observed_at":"2026-05-16T12:59:45.390593Z","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":"2026-05-20T23:23:35.354385+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-20T23:23:35.354385+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-05T06:32:44.755628+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":"Scicode: A research coding benchmark curated by scientists.Advances in Neural Information Processing Systems, 37:30624–30650","venue":null,"work_id":"d2582ff2-a2df-42a2-a172-a6086a60a1d1","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:60f4c314430826eb21a04db8af0d8f2ce6bad0af472f8e1bbf719234015b49af","observation_id":"4ad1d5f9-225d-4cf4-926e-833e190b1ef7","resolution":{"observed_at":"2026-05-12T22:16:55.946071Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":null,"cited_work":{"arxiv_id":"2601.01829","doi":"10.48550/arxiv.2601.01829","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"arXiv preprint arXiv:2601.01829 , year =","venue":"Open MIND","work_id":"a4395720-0c00-4bd9-94d2-3b77fda47ad1","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:608c5221046f4095681083c7b727c9fa184cd3ab711c584ddc1ca243eed1bcc5","observation_id":"d3bc4e28-e0cd-40c3-828c-4f18607023c8","resolution":{"observed_at":"2026-05-12T07:31:26.759072Z","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":null,"cited_work":{"arxiv_id":"2509.25194","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Automated code development for pde solvers using large language models","venue":null,"work_id":"19b9fa79-7104-4926-b0ad-c0c70f8934b0","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:c212726358cbe4daa98b47d832d864571cc66bce9f4316dc10f976cefa50c797","observation_id":"1175f8c9-ae52-411a-bf59-5a0b8b7a42f3","resolution":{"observed_at":"2026-05-12T07:31:26.769839Z","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":null,"cited_work":{"arxiv_id":"2508.20729","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-01T23:16:23.649918Z","title":"Re4: Scientific computing agent with rewriting, resolution, review and revision","venue":null,"work_id":"d5d08120-2fe5-4068-a617-caf85c216b0f","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:d8276038092ee193ae3ad6e82e834cf049e7affd60e77ce16b668113a38f71af","observation_id":"b0cb4ad2-3936-4baa-959a-3e92c4bd2f61","resolution":{"observed_at":"2026-05-12T07:31:26.664113Z","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":"2502.00963","last_updated":"2025-06-11T03:07:41Z","snapshot_observed_at":"2026-08-04T03:39:27.175171Z","submitted_at":"2025-02-03T00:03:41Z","title":"PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs","version":2},"cited_work":{"arxiv_id":"2502.00963","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2502.00963","snapshot_observed_at":"2026-07-03T05:07:39.213546Z","title":"Pde- controller: Llms for autoformalization and reasoning of pdes","venue":null,"work_id":"53d108db-0bb9-425c-a3d3-5eeac42c4c87","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2502.00963","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:0a879358e141828c1a01bc1beeae51870ac2c00da49a4fa232e7114b2e3f3868","observation_id":"ecea4f15-80bc-4d4e-b2f4-633833919a9f","resolution":{"observed_at":"2026-05-12T07:31:26.653925Z","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":"2509.16941","last_updated":"2025-11-14T22:00:03Z","snapshot_observed_at":"2026-07-06T22:30:21.881075Z","submitted_at":"2025-09-21T06:28:17Z","title":"SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?","version":2},"cited_work":{"arxiv_id":"2509.16941","doi":"10.48550/arxiv.2509.16941","metadata_source":"pith","pith_arxiv_id":"2509.16941","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?","venue":"cs.SE","work_id":"a561c78a-4b02-4053-a92a-bc5c7c5f6b9b","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2509.16941","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:c1def502f7eb7c8dcd011652830bda91332605033f984ed6b9aa2f24df15a82e","observation_id":"a84ee52e-36b6-4a4d-be4e-32d46abc0950","resolution":{"observed_at":"2026-05-12T13:48:53.849224Z","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":"2026-07-11T01:50:48.977196+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-11T01:50:48.977196+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-05T06:32:44.755628+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":"Gittaskbench: A benchmark for code agents solving real-world tasks through code repository leveraging","venue":null,"work_id":"cd4620cd-a686-4646-90d5-611329ba3e7c","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:9bf34797ed5a303ae9de2e30441150da71584d9d1b41ab1e468d9b04aafcdc7c","observation_id":"784c2f8b-8c7d-413b-a255-1ff0ae66e944","resolution":{"observed_at":"2026-05-12T22:16:55.950117Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"Da-code: Agent data science code generation benchmark for large language models","venue":null,"work_id":"0fdc5572-157c-4230-ac24-fd80cce6f22b","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:c3d9943e23f7bbf9ae385268ea4eccc4b2f2e7a479c3cc6c4cd8b0620c67520e","observation_id":"697e846b-2228-4862-9882-9047291f9328","resolution":{"observed_at":"2026-05-12T22:16:55.957486Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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 benchmark for evaluating repository-level code agents with intermediate reasoning on feature addition task","venue":null,"work_id":"345c6d41-3ea6-4628-a01a-db91cf7b1f51","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:5d7101968ee482092eb3e05be0351d1256ef32160372cf8c6e61232e354aeb24","observation_id":"eaf0bd7d-681d-4428-82b5-4d4c53ccde2b","resolution":{"observed_at":"2026-05-12T22:16:55.926098Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":null,"cited_work":{"arxiv_id":"2603.26337","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"a468a597-642b-41f1-838e-d9afe14b63e9","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:7f911cc46272919441b1c0f492ea543f77d92af60699f1b51368f467281b5116","observation_id":"ccf7d0f7-e7dc-4821-b060-301c1f9d514e","resolution":{"observed_at":"2026-05-12T07:31:26.798126Z","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":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":"Agentbench: Evaluating LLMs as agents","venue":null,"work_id":"497f42e9-8780-4301-a949-36dd380c612c","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:3b0891d87cf2f773c06934d55d257cd8145d2f6b92b40f5482b84b0b1af15008","observation_id":"c6d85807-44f0-478d-ac64-72d72f676097","resolution":{"observed_at":"2026-05-12T22:16:55.929757Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig","venue":null,"work_id":"c7eac651-6cf3-4c98-90c8-61530b14a4c9","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:61f50cc43a78510f346cd7cf177a813c5893a9a1a34d569721ff45ee9eabcb9d","observation_id":"c63c9921-2dcd-4f90-8352-1d8c8e93a81f","resolution":{"observed_at":"2026-05-12T22:16:55.922420Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"OSWorld: Benchmarking multimodal agents for open-ended tasks in real computer environments","venue":null,"work_id":"384ed929-3e29-4722-96fb-5969555ef898","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:b0c2f9c70fff1b9d36d13ff0a17353a93dd5c6d67342ae2df6e0095a413e98b4","observation_id":"d4e6bb73-a8a4-4bd7-9f57-90a0c7f688b7","resolution":{"observed_at":"2026-05-12T22:16:55.912677Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"MCP-bench: Benchmarking tool-using LLM agents with complex real-world tasks via MCP servers","venue":null,"work_id":"f0613e85-ccbf-4443-8921-a2c43e59db0a","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:dacc77b9949f19391f9cdf09d72a54d690ec6b0d6712dc2af75ffd3bd7308312","observation_id":"c75c803e-b31e-40f4-bd6e-5ff1e8a3e426","resolution":{"observed_at":"2026-05-12T22:16:55.919052Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"ML-bench: Evaluating large language models and agents for machine learning tasks on repository-level code","venue":null,"work_id":"92bfb398-4373-4082-bcbf-9a10305755e0","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:5d8fe7a1dd3ec7a047f93b6e2c56c28731e3ba9b9cca160e6d407145262d99c6","observation_id":"8e2b67ac-0825-4f9b-820d-d439df140b83","resolution":{"observed_at":"2026-05-12T22:16:55.852826Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"Truong, Weixin Liang, Fan- Yun Sun, and Nick Haber","venue":null,"work_id":"7a06ab80-e249-4dbf-8082-5c4aeaac1021","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:d776395842d807bf2194f05b9b592a770b1bf752b68f637699027ab1f07bc2a8","observation_id":"0c08af7b-902e-4f12-b523-415ff5e7f6da","resolution":{"observed_at":"2026-05-12T22:16:55.856839Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"MLR-bench: Evaluating AI agents on open-ended machine learning research","venue":null,"work_id":"dfdf1884-4cd2-4d9f-989e-55f4916a2725","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:d34334bc5961c46279a23939b30c19cb7eb8fa4b25a942ed6e855b337ee7c6e3","observation_id":"43ac2af8-51c2-4699-a7f3-4f9bb57de512","resolution":{"observed_at":"2026-05-12T22:16:55.860499Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":null,"cited_work":{"arxiv_id":"2603.23749","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-03T18:38:49.416265Z","title":"Efficient benchmarking of ai agents.arXiv preprint arXiv:2603.23749","venue":null,"work_id":"348d818b-9651-4029-b03e-c245646b2395","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:798ffda358700ee5b3c2c6ae43a92b2621c4369e8d554d614bc6a0779f28c6e5","observation_id":"264b56c7-c838-43bc-bccf-1bb56bd8af6a","resolution":{"observed_at":"2026-05-12T07:31:26.780563Z","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":"2504.16074","last_updated":"2025-05-18T14:13:34Z","snapshot_observed_at":"2026-07-06T21:13:09.093282Z","submitted_at":"2025-04-22T17:53:29Z","title":"PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models","version":2},"cited_work":{"arxiv_id":"2504.16074","doi":"10.48550/arxiv.2504.16074","metadata_source":"arxiv_reference","pith_arxiv_id":"2504.16074","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Phybench: Holistic evaluation of physical perception and reasoning in large language models","venue":"ArXiv.org","work_id":"d2ae619c-0cbb-45af-8aa0-0a52a9b8dec1","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/2504.16074","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:0d63c17e7f2ac496f126d645f544ad4be7bc3fb2d5571631a7b589d6cad18c4b","observation_id":"c55c8f39-8847-494f-ac22-95dec3f160dd","resolution":{"observed_at":"2026-05-12T07:31:26.675661Z","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":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":"PINNacle: A comprehensive benchmark of physics-informed neural networks for solving PDEs.Advances in Neural Information Processing Systems, 37: 76721–76774","venue":null,"work_id":"31bcf699-76ff-4640-8121-ebf5951af027","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:9f339687a865c0b435d70c91dc8c9fadf6da57ddc709d66459fd6f237c6f7950","observation_id":"9b084fa4-6e3b-4b08-89b3-164b3c8a9a0e","resolution":{"observed_at":"2026-05-12T22:16:55.902703Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":null,"cited_work":{"arxiv_id":"2503.24047","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-02T22:27:25.303864Z","title":"Towards scientific intelligence: A survey of llm-based scientific agents","venue":null,"work_id":"edd2187b-bf89-4900-a855-aa2e8514bc01","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:7cafe65ed159d4d4114de250f0b667d1a23f288c2c1181fb6123b45cf59067d4","observation_id":"6c993af2-316c-47d7-8439-e85e94b734ac","resolution":{"observed_at":"2026-05-12T07:31:26.693788Z","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":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":"Reasoning-to-simulation: An agentic framework for discovery of electrolyte materials","venue":null,"work_id":"e0bf7f41-883f-49d5-9e54-94e781173a1f","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:621f0ca50fabd31da8df691f75af44da6da159e2600d2ff4ddf00906e167b574","observation_id":"39400fed-8e24-4833-a538-c3d046d8ce49","resolution":{"observed_at":"2026-05-12T22:16:55.906374Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"5dcca0bb-c620-4185-a9c2-a9ad38f35d8e","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:fa45855f042858d0483dda6eff1370a303aa01d5244fc8f484b71403e78f6717","observation_id":"4e2af4f5-1d96-4190-87e9-e01374650bb2","resolution":{"observed_at":"2026-05-12T22:16:55.887782Z","resolver_source":"raw_fallback","status":"unresolved"},"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":null,"cited_work":{"arxiv_id":"2509.06322","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"91090038-3f8f-4483-b11a-090633f5c5df","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:fc373b6f1b0213acefa1f60d07a6826b9fc445aa076b82f10b480e1a757924b4","observation_id":"5fe6292c-5b3d-4a3f-b2f6-31ff2bc27457","resolution":{"observed_at":"2026-05-12T07:31:26.687573Z","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":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":"Explain like i’m five: Using LLMs to improve PDE surrogate models with text","venue":null,"work_id":"8ef7f3ed-f6df-49bc-b3e5-1eade6f9c02c","year":2024},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:a5f674a80eeab6f4c65fd62ce961b00ae49d04b69f2853bd1b3028f70bd5d77e","observation_id":"59c001af-64e3-4882-bd87-234ba5f67bdc","resolution":{"observed_at":"2026-05-12T22:16:55.894893Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"PINNsagent: Automated PDE surrogation with large language models","venue":null,"work_id":"ffde74fb-9ac2-47f8-8960-474666b6f63f","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:df4ca42bbc73d28770be6e804fc8030435faeb506bb43e5a10fab2d61ff7eca7","observation_id":"cc8421b6-19c7-4745-8702-571f334907f2","resolution":{"observed_at":"2026-05-12T22:16:55.933902Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"How do large language models perform on pde discovery: A coarse-to-fine perspective","venue":null,"work_id":"0bcc94e0-b392-4002-a663-d7532a4a0dd6","year":2025},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:1360741045e96a074cfa5a93f432f4b64b956656294a6757fdd358eb6d23cb5b","observation_id":"7c9d19f0-da2b-490f-bfef-c5f20129ce9d","resolution":{"observed_at":"2026-05-12T22:16:55.879424Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"Opinf-LLM: Parametric PDE solving with LLMs via operator inference","venue":null,"work_id":"720d74b6-a855-4c6d-a4b5-38353f41f3cf","year":2026},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:abc867dc0978b90d345ded09b091d902c512c24c53c79bf64559714ccac19b55","observation_id":"f0d72b11-9f31-4c44-8c1b-9fe80bd3633d","resolution":{"observed_at":"2026-05-12T22:16:55.883658Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":"1803.09010","last_updated":"2021-12-01T20:29:42Z","snapshot_observed_at":"2026-07-06T06:29:57.506159Z","submitted_at":"2018-03-23T23:22:18Z","title":"Datasheets for Datasets","version":8},"cited_work":{"arxiv_id":"1803.09010","doi":"10.48550/arxiv.1803.09010","metadata_source":"pith","pith_arxiv_id":"1803.09010","snapshot_observed_at":"2026-07-10T06:15:00.866473Z","title":"Datasheets for Datasets","venue":"cs.DB","work_id":"77c32272-5673-41ae-803a-b72c02717c59","year":2018},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"cited_paper":"/paper/1803.09010","citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:52ce0288941ae4fc69afe39e23223d53c12e7bafd45a55ea4fa710d95f9fa1b5","observation_id":"b026a346-69d4-4a78-a561-df295fb3264f","resolution":{"observed_at":"2026-05-12T07:31:26.729834Z","resolver_source":"arxiv_id","status":"malformed_identifier"},"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":"2026-05-24T00:53:33.684958+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-24T00:53:33.684958+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-05T06:32:44.755628+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":"Candidate cases are sampled from these axes to cover distinct numerical regimes rather than to create redundant resolution sweeps","venue":null,"work_id":"9037b269-1181-43a2-9069-3fd12f8e098c","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:318580bddd499a04e74d6c1dd14eaad7cd75ebad07a14724385d4dde03b3e00a","observation_id":"f297ce3b-c99e-46cd-a6b5-46bf2bbf3169","resolution":{"observed_at":"2026-05-12T22:16:55.891376Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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 record defines the information available to the agent at generation time","venue":null,"work_id":"4dc15a0a-c124-4e41-bb14-9f0295e08f85","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:d2c986e918ff228c0e7dc89d8c393dcec3a5fd80ffef9f8c12277363eb88c9bd","observation_id":"c0bef7c4-4d02-4e9a-a2c0-0f0c4dd55915","resolution":{"observed_at":"2026-05-12T22:16:55.868350Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"When possible, the case uses a manufactured solution, from which source terms, boundary data, and initial conditions are derived analytically","venue":null,"work_id":"d8d87263-0f20-4564-89bd-847bf99919fb","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:6a3869bb612b31955de96b41f8d208fb84fc01c964d9b57bff934d49989d5a80","observation_id":"43b3cd29-96da-4b7e-9f04-63fc5eb20047","resolution":{"observed_at":"2026-05-12T22:16:55.872210Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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 calibration run is not used as the scoring reference; instead, it is compared with the reference solution to compute ebase and to derive the case-specific accuracy threshold","venue":null,"work_id":"2b5cc357-1687-49c0-9e08-09d4aa4393b7","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:5ff70483a1af425154b1e33ff616464a99334a7871dd3df8e05a1f876de92b3d","observation_id":"e21920bb-a8f9-40e3-9af6-bf72f2302691","resolution":{"observed_at":"2026-05-12T22:16:55.864312Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"9e06c832-7def-4d4e-b9ea-a86f8cf85c8d","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:71e0a8ffb3388b1f1b753a05f80c6dc2c0787b900fe7666fcf00c3523afdfe6c","observation_id":"0893ae32-f99f-4ac7-b38b-9dc2ffe09694","resolution":{"observed_at":"2026-05-12T22:16:55.875352Z","resolver_source":"raw_fallback","status":"unresolved"},"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":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 also verifies that cases without manufactured solutions provide a completereference_config","venue":null,"work_id":"7239289a-061c-4e3a-b6b7-ca64d62fa048","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:153c38f6fcd2606f4c963a9768269e3388bd9e875e6f380ac824da17b1b6f5e3","observation_id":"d95d2db9-9108-4e82-895d-d5dce375b980","resolution":{"observed_at":"2026-05-12T22:16:55.898823Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"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":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":"6d877e5d-acc2-4964-b529-902b5f104543","year":null},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:822180abfdfa059405a380de9b97f0c5341657ad283d3b4ac831868eecfe246d","observation_id":"cda8de2a-2102-4842-a5ac-33d12de1769e","resolution":{"observed_at":"2026-05-12T22:16:55.909873Z","resolver_source":"raw_fallback","status":"unresolved"},"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":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":"\"\" Solve the PDE d e s c r i b e d by c a s e _ s p e c and write the re qu ire d a r t i f a c t s to the working d i r e c t o r y","venue":null,"work_id":"2a9fb26c-4b3e-4290-aba4-e131e2fded7e","year":2000},"citing_paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-05-12T02:36:40.696567Z"},"links":{"citing_paper":"/paper/2605.09636"},"observation_digest":"sha256:28cc7e3e65d632409daf6ca782a167cd9485a4be78890104fc70c7e48d7de251","observation_id":"e483989f-435d-4684-8f6c-434354837a25","resolution":{"observed_at":"2026-05-12T22:16:55.915677Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"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"}}],"paper":{"arxiv_id":"2605.09636","last_updated":"2026-05-10T16:25:43Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-07-30T14:07:22.496707Z","submitted_at":"2026-05-10T16:25:43Z","title":"PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation"},"reference_resolution":{"displayed":55,"state_counts":{"malformed_identifier":2,"metadata_mismatch":3,"parse_uncertain":0,"unresolved":3,"verified_exact":18,"verified_fuzzy":29},"total_outbound_references":55},"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 6 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2605.09636."}