Alternatives and similar repositories for PDEBench

Users that are interested in PDEBench are comparing it to the libraries listed below

• lululxvi / deeponet
  Learning nonlinear operators via DeepONet
  ☆716Updated 3 years ago
• neuraloperator / physics_informed
  ☆491Updated 7 months ago
• bitzhangcy / Neural-PDE-Solver
  ☆1,041Updated last week
• neuraloperator / graph-pde
  Using graph network to solve PDEs
  ☆419Updated 5 months ago
• NeuroDiffGym / neurodiffeq
  A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, i…
  ☆764Updated 3 months ago
• PredictiveIntelligenceLab / jaxpi
  ☆372Updated last month
• PredictiveIntelligenceLab / Physics-informed-DeepONets
  ☆369Updated 2 years ago
• i207M / PINNacle
  Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
  ☆368Updated last year
• jayroxis / PINNs
  PyTorch Implementation of Physics-informed Neural Networks
  ☆679Updated last year
• mathLab / PINA
  Physics-Informed Neural networks for Advanced modeling
  ☆585Updated last week
• lu-group / deeponet-fno
  A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data
  ☆334Updated 2 years ago
• benmoseley / FBPINNs
  Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…
  ☆471Updated last month
• jdtoscano94 / Learning-Scientific_Machine_Learning_Residual_Based_Attention_PINNs_PIKANs_DeepONets
  Physics Informed Machine Learning Tutorials (Pytorch and Jax)
  ☆609Updated 8 months ago
• pdearena / pdearena
  ☆274Updated last year
• idrl-lab / PINNpapers
  Must-read Papers on Physics-Informed Neural Networks.
  ☆1,321Updated last year
• a1k12 / characterizing-pinns-failure-modes
  Characterizing possible failure modes in physics-informed neural networks.
  ☆144Updated 3 years ago
• neuraloperator / Geo-FNO
  Geometry-Aware Fourier Neural Operator (Geo-FNO)
  ☆287Updated 5 months ago
• PredictiveIntelligenceLab / GradientPathologiesPINNs
  ☆227Updated 4 years ago
• google / jax-cfd
  Computational Fluid Dynamics in JAX
  ☆892Updated last week
• omniscientoctopus / Physics-Informed-Neural-Networks
  Investigating PINNs
  ☆687Updated 4 years ago
• rezaakb / pinns-torch
  PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.
  ☆707Updated 5 months ago
• PredictiveIntelligenceLab / CausalPINNs
  ☆180Updated last year
• camlab-ethz / AI_Science_Engineering
  This repository is the official project page of the course AI in the Sciences and Engineering, ETH Zurich.
  ☆291Updated 6 months ago
• mroberto166 / CAMLab-DLSCTutorials
  ☆215Updated last year
• nanditadoloi / PINN
  Simple PyTorch Implementation of Physics Informed Neural Network (PINN)
  ☆343Updated last year
• snagcliffs / PDE-FIND
  ☆269Updated 3 years ago
• tum-pbs / PhiFlow
  A differentiable PDE solving framework for machine learning
  ☆1,725Updated 3 weeks ago
• levimcclenny / SA-PINNs
  Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
  ☆255Updated 4 years ago
• camlab-ethz / ConvolutionalNeuralOperator
  This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs
  ☆195Updated 6 months ago
• rezaakb / pinns-tf2
  PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.
  ☆148Updated last year