PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs
Zhongkai Hao, Songming Liu, Fanzhi Lu, Lu Lu, Chang Su, Hang Su, Ziao Wang, Zeyu Xia, Jiachen Yao, Yichi Zhang, Jun Zhu
Topics & Concepts
Computer scienceArtificial neural networkBenchmark (surveying)Artificial intelligenceAlgorithmMathematical optimizationContext (archaeology)Feature (linguistics)Noise (video)GeneralizationRepresentation (politics)System identificationKey (lock)Identification (biology)Model Reduction and Neural NetworksMachine Learning in Materials ScienceAdvanced Graph Neural Networks