Jiachen Yao | DeepAI

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research

∙ 06/15/2023

PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs

While significant progress has been made on Physics-Informed Neural Netw...

1 Zhongkai Hao, et al. ∙

research

∙ 06/05/2023

MultiAdam: Parameter-wise Scale-invariant Optimizer for Multiscale Training of Physics-informed Neural Networks

Physics-informed Neural Networks (PINNs) have recently achieved remarkab...

0 Jiachen Yao, et al. ∙

research

∙ 06/06/2022

On the Convergence of Optimizing Persistent-Homology-Based Losses

Topological loss based on persistent homology has shown promise in vario...

5 Yikai Zhang, et al. ∙