PINN_FP64

Offical Repo of FP64 is All You Need: Rethinking Failure Modes in Physics-Informed Neural Networks

[News] Our paper is accepted by NeurIPS.

Get Started

python convection_fp64.py --model PINN --device 'cuda:0'
python reaction_fp64.py --model PINN --device 'cuda:0'
python wave_fp64.py --model PINN --device 'cuda:0'
python ac_fp64.py --model PINN --device 'cuda:0'

Citation

@article{xu2025fp64,
  title={FP64 is All You Need: Rethinking Failure Modes in Physics-Informed Neural Networks},
  author={Xu, Chenhui and Liu, Dancheng and Nassereldine, Amir and Xiong, Jinjun},
  journal={Advances in Nerual Information Processing Systems},
  year={2025}
}