Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-12T02:36:40.696567Z
Paper Citation Record · LEDGER
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation
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.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
55 of 55 outbound references displayed
- verified exact18
- verified fuzzy29
- unresolved3
- parse uncertain0
- malformed identifier2
- metadata mismatch3
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 8f1fa98f-cc1d-4b73-a479-900520d50698 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Evaluating Large Language Models Trained on Code
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T07:31:26.647533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7f671785-57fc-428a-866b-4ebee1f02def · outbound
This paper cites Program Synthesis with Large Language Models.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Program Synthesis with Large Language Models
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T07:31:26.630169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0d5d209a-b849-40a3-935e-f4dfb3029e0e · outbound
This paper cites Measuring coding challenge competence with APPS.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Measuring coding challenge competence with APPS
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.965165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d6ad4122-cfce-4aba-94e5-16982b8c5107 · outbound
This paper cites Competition-level code generation with alphacode.Science, 378(6624):1092–1097.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Competition-level code generation with alphacode.Science, 378(6624):1092–1097
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.974342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a9ad8413-2e3c-4a86-9d86-f3dec17ed6d6 · outbound
This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T07:31:26.635978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 57a9b821-416b-4f68-bd28-efc56c828625 · outbound
This paper cites Terminal-bench: Benchmarking agents on hard, realistic tasks in command line interfaces.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Terminal-bench: Benchmarking agents on hard, realistic tasks in command line interfaces
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.969694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ceb686b6-2a8d-47ec-b0be-c40c043cb3db · outbound
This paper cites and Dean, Joseph P.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation and Dean, Joseph P
Reference 7
- Resolution
- verified exact
- doi, observed 2026-05-12T02:41:16.872542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3d17fa15-f702-496a-884c-84e129a8d413 · outbound
This paper cites Ham, Paul H.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Ham, Paul H
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.982540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ac391f6c-5279-45ad-8a32-1cf113838d27 · outbound
This paper cites deal.ii—a general-purpose object- oriented finite element library.ACM Transactions on Mathematical Software, 33(4):24–es.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation deal.ii—a general-purpose object- oriented finite element library.ACM Transactions on Mathematical Software, 33(4):24–es
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.978694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cffb4f45-fd9f-4c5c-a8d3-1ee011b7a54f · outbound
This paper cites Bangerth, R.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Bangerth, R
Reference 10
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T02:41:16.876551Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c38262bd-3b6d-4542-a135-2d0b45afc7ff · outbound
This paper cites arXiv preprint arXiv:2505.08783 , year=.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation arXiv preprint arXiv:2505.08783 , year=
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T07:31:26.622744Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d814a316-6228-46ed-9cc8-5f1d3385f9af · outbound
This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation OpenHands: An Open Platform for AI Software Developers as Generalist Agents
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T07:31:26.739440Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation af2b4bf6-e92e-4955-9740-a56954a46799 · outbound
This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T07:31:26.750352Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c825420d-5259-42fe-9094-5520bf3edf15 · outbound
This paper cites Self-attention to operator learning-based 3d-ic thermal simulation.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Self-attention to operator learning-based 3d-ic thermal simulation
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.938281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0c284d80-9ad8-4c98-8d17-1868067b6874 · outbound
This paper cites Pdebench: An extensive benchmark for scientific machine learning.Advances in neural information processing systems, 35:1596–1611.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Pdebench: An extensive benchmark for scientific machine learning.Advances in neural information processing systems, 35:1596–1611
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.942191Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 119f2f29-280f-4874-98cb-a75393acb963 · outbound
This paper cites Towards Multi-spatiotemporal-scale Generalized PDE Modeling.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Towards Multi-spatiotemporal-scale Generalized PDE Modeling
Reference 16
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T07:31:26.716442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c4993907-c88b-4506-b517-4fe23a605555 · outbound
This paper cites CFDBench: A Large-Scale Benchmark for Machine Learning Methods in Fluid Dynamics.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation CFDBench: A Large-Scale Benchmark for Machine Learning Methods in Fluid Dynamics
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.669820Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 421541fe-c07c-413e-9ba7-fc157a2b3cc0 · outbound
This paper cites SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:59:45.390593Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4ad1d5f9-225d-4cf4-926e-833e190b1ef7 · outbound
This paper cites Scicode: A research coding benchmark curated by scientists.Advances in Neural Information Processing Systems, 37:30624–30650.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Scicode: A research coding benchmark curated by scientists.Advances in Neural Information Processing Systems, 37:30624–30650
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.946071Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d3bc4e28-e0cd-40c3-828c-4f18607023c8 · outbound
This paper cites arXiv preprint arXiv:2601.01829 , year =.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation arXiv preprint arXiv:2601.01829 , year =
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.759072Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1175f8c9-ae52-411a-bf59-5a0b8b7a42f3 · outbound
This paper cites Automated code development for pde solvers using large language models.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Automated code development for pde solvers using large language models
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.769839Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b0cb4ad2-3936-4baa-959a-3e92c4bd2f61 · outbound
This paper cites Re4: Scientific computing agent with rewriting, resolution, review and revision.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Re4: Scientific computing agent with rewriting, resolution, review and revision
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.664113Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ecea4f15-80bc-4d4e-b2f4-633833919a9f · outbound
This paper cites PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs
Reference 23
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.653925Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a84ee52e-36b6-4a4d-be4e-32d46abc0950 · outbound
This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T13:48:53.849224Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 784c2f8b-8c7d-413b-a255-1ff0ae66e944 · outbound
This paper cites Gittaskbench: A benchmark for code agents solving real-world tasks through code repository leveraging.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Gittaskbench: A benchmark for code agents solving real-world tasks through code repository leveraging
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.950117Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 697e846b-2228-4862-9882-9047291f9328 · outbound
This paper cites Da-code: Agent data science code generation benchmark for large language models.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Da-code: Agent data science code generation benchmark for large language models
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.957486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation eaf0bd7d-681d-4428-82b5-4d4c53ccde2b · outbound
This paper cites A benchmark for evaluating repository-level code agents with intermediate reasoning on feature addition task.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation A benchmark for evaluating repository-level code agents with intermediate reasoning on feature addition task
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.926098Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ccf7d0f7-e7dc-4821-b060-301c1f9d514e · outbound
This paper cites an unresolved cited work.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Unresolved cited work
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.798126Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c6d85807-44f0-478d-ac64-72d72f676097 · outbound
This paper cites Agentbench: Evaluating LLMs as agents.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Agentbench: Evaluating LLMs as agents
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.929757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c63c9921-2dcd-4f90-8352-1d8c8e93a81f · outbound
This paper cites Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.922420Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d4e6bb73-a8a4-4bd7-9f57-90a0c7f688b7 · outbound
This paper cites OSWorld: Benchmarking multimodal agents for open-ended tasks in real computer environments.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation OSWorld: Benchmarking multimodal agents for open-ended tasks in real computer environments
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.912677Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c75c803e-b31e-40f4-bd6e-5ff1e8a3e426 · outbound
This paper cites MCP-bench: Benchmarking tool-using LLM agents with complex real-world tasks via MCP servers.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation MCP-bench: Benchmarking tool-using LLM agents with complex real-world tasks via MCP servers
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.919052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8e2b67ac-0825-4f9b-820d-d439df140b83 · outbound
This paper cites ML-bench: Evaluating large language models and agents for machine learning tasks on repository-level code.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation ML-bench: Evaluating large language models and agents for machine learning tasks on repository-level code
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.852826Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0c08af7b-902e-4f12-b523-415ff5e7f6da · outbound
This paper cites Truong, Weixin Liang, Fan- Yun Sun, and Nick Haber.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Truong, Weixin Liang, Fan- Yun Sun, and Nick Haber
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.856839Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 43ac2af8-51c2-4699-a7f3-4f9bb57de512 · outbound
This paper cites MLR-bench: Evaluating AI agents on open-ended machine learning research.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation MLR-bench: Evaluating AI agents on open-ended machine learning research
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.860499Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 264b56c7-c838-43bc-bccf-1bb56bd8af6a · outbound
This paper cites Efficient benchmarking of ai agents.arXiv preprint arXiv:2603.23749.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Efficient benchmarking of ai agents.arXiv preprint arXiv:2603.23749
Reference 36
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.780563Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c55c8f39-8847-494f-ac22-95dec3f160dd · outbound
This paper cites PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.675661Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9b084fa4-6e3b-4b08-89b3-164b3c8a9a0e · outbound
This paper cites PINNacle: A comprehensive benchmark of physics-informed neural networks for solving PDEs.Advances in Neural Information Processing Systems, 37: 76721–76774.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation PINNacle: A comprehensive benchmark of physics-informed neural networks for solving PDEs.Advances in Neural Information Processing Systems, 37: 76721–76774
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.902703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6c993af2-316c-47d7-8439-e85e94b734ac · outbound
This paper cites Towards scientific intelligence: A survey of llm-based scientific agents.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Towards scientific intelligence: A survey of llm-based scientific agents
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.693788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 39400fed-8e24-4833-a538-c3d046d8ce49 · outbound
This paper cites Reasoning-to-simulation: An agentic framework for discovery of electrolyte materials.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Reasoning-to-simulation: An agentic framework for discovery of electrolyte materials
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.906374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4e2af4f5-1d96-4190-87e9-e01374650bb2 · outbound
This paper cites an unresolved cited work.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T22:16:55.887782Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5fe6292c-5b3d-4a3f-b2f6-31ff2bc27457 · outbound
This paper cites an unresolved cited work.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Unresolved cited work
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T07:31:26.687573Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 59c001af-64e3-4882-bd87-234ba5f67bdc · outbound
This paper cites Explain like i’m five: Using LLMs to improve PDE surrogate models with text.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Explain like i’m five: Using LLMs to improve PDE surrogate models with text
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.894893Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cc8421b6-19c7-4745-8702-571f334907f2 · outbound
This paper cites PINNsagent: Automated PDE surrogation with large language models.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation PINNsagent: Automated PDE surrogation with large language models
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.933902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7c9d19f0-da2b-490f-bfef-c5f20129ce9d · outbound
This paper cites How do large language models perform on pde discovery: A coarse-to-fine perspective.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation How do large language models perform on pde discovery: A coarse-to-fine perspective
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.879424Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f0d72b11-9f31-4c44-8c1b-9fe80bd3633d · outbound
This paper cites Opinf-LLM: Parametric PDE solving with LLMs via operator inference.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Opinf-LLM: Parametric PDE solving with LLMs via operator inference
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.883658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b026a346-69d4-4a78-a561-df295fb3264f · outbound
This paper cites Datasheets for Datasets.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Datasheets for Datasets
Reference 47
- Resolution
- malformed identifier
- arxiv_id, observed 2026-05-12T07:31:26.729834Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f297ce3b-c99e-46cd-a6b5-46bf2bbf3169 · outbound
This paper cites Candidate cases are sampled from these axes to cover distinct numerical regimes rather than to create redundant resolution sweeps.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Candidate cases are sampled from these axes to cover distinct numerical regimes rather than to create redundant resolution sweeps
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.891376Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c0bef7c4-4d02-4e9a-a2c0-0f0c4dd55915 · outbound
This paper cites This record defines the information available to the agent at generation time.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation This record defines the information available to the agent at generation time
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.868350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 43b3cd29-96da-4b7e-9f04-63fc5eb20047 · outbound
This paper cites When possible, the case uses a manufactured solution, from which source terms, boundary data, and initial conditions are derived analytically.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation When possible, the case uses a manufactured solution, from which source terms, boundary data, and initial conditions are derived analytically
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.872210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e21920bb-a8f9-40e3-9af6-bf72f2302691 · outbound
This paper cites 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.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation 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
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.864312Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0893ae32-f99f-4ac7-b38b-9dc2ffe09694 · outbound
This paper cites an unresolved cited work.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T22:16:55.875352Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d95d2db9-9108-4e82-895d-d5dce375b980 · outbound
This paper cites It also verifies that cases without manufactured solutions provide a completereference_config.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation It also verifies that cases without manufactured solutions provide a completereference_config
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-12T22:16:55.898823Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cda8de2a-2102-4842-a5ac-33d12de1769e · outbound
This paper cites an unresolved cited work.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-05-12T22:16:55.909873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e483989f-435d-4684-8f6c-434354837a25 · outbound
This paper cites "" 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.
PDEAgent-Bench: A Multi-Metric, Multi-Library Benchmark for PDE Solver Generation "" 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
Reference 55
- Resolution
- malformed identifier
- raw_fallback, observed 2026-05-12T22:16:55.915677Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
No inbound Pith citation observations are available.