AutoPDEBench: Benchmarking LLM Auto-Research for Neural PDE Solver Design

AutoPDEBench is a benchmark for evaluating LLM-driven automated research in neural PDE solver design. It targets specialized architecture challenges arising in physical systems, including varying parameters and high-speed flows. The resource provides a concrete research context for assessing automated methods that propose domain-specific neural solvers.