{"total":13,"rows":[{"id":"2510.05158","title":"Lang-PINN: From Language to Physics-Informed Neural Networks via a Multi-Agent Framework","created":"2025-10-03","cited_by_count":11,"area":"agents"},{"id":"2510.09901","title":"Autonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics","created":"2025-10-10","cited_by_count":11,"area":"agents"},{"id":"2602.17607","title":"AutoNumerics: An Autonomous, PDE-Agnostic Multi-Agent Pipeline for Scientific Computing","created":"2026-02-19","cited_by_count":8,"area":"agents"},{"id":"2509.09936","title":"SciML Agents: Write the Solver, Not the Solution","created":"2025-09-12","cited_by_count":6,"area":"agents"},{"id":"2605.11117","title":"GRAFT-ATHENA: Self-Improving Agentic Teams for Autonomous Discovery and Evolutionary Numerical Algorithms","created":"2026-05-11","cited_by_count":6,"area":"agents"},{"id":"2506.20640","title":"CoMind: Towards Community-Driven Agents for Machine Learning Engineering","created":"2025-06-25","cited_by_count":5,"area":"agents"},{"id":"2603.00214","title":"Agentic Scientific Simulation: Execution-Grounded Model Construction and Reconstruction","created":"2026-02-27","cited_by_count":4,"area":"agents"},{"id":"2606.10752","title":"AutoPDE: Reliable Agentic PDE Solving via Explicitly Represented Solver Strategies","created":"2026-06-09","cited_by_count":3,"area":"agents"},{"id":"2512.01735","title":"Automating modeling in mechanics: LLMs as designers of physics-constrained neural networks for constitutive modeling of materials","created":"2025-12-01","cited_by_count":2,"area":"agents"},{"id":"2606.18237","title":"ReproRepo: Scaling Reproducibility Audits with GitHub Repository Issues","created":"2026-06-16","cited_by_count":2,"area":"agents"},{"id":"2607.26490","title":"EvoPINN: Agentic Discovery of Executable Algorithms for Physics-Informed Neural Networks","created":"2026-07-29","cited_by_count":2,"area":"agents"},{"id":"2605.23754","title":"LLM-driven design of physics-constrained constitutive models: two agents are better than one","created":"2026-05-22","cited_by_count":0,"area":"agents"},{"id":"2610.00313","title":"Rules to Tools: Executable Checks for LLM Agents in Scientific Computing","created":"2026-09-29","cited_by_count":0,"area":"agents"}],"next_cursor":null}