pytorch 11 jax 11 machine-learning 10 python 10 deep-learning 10 pde 8 scientific-computing 8 physics-informed-neural-networks 6 differentiable-programming 6 inverse-problems 5 benchmark 5 neural-operators 4 deeponet 4 automatic-differentiation 4 machine learning 4 differential-equations 4 sciml 4 neural-network 4 simulation 4 pinn 4 surrogate-modeling 3 ai-agents 3 ode 3 tensorflow 3 physics-informed-learning 3 physics 3 tesseract 3 differentiable-physics 3 scientific machine learning 3 conformal-prediction 3 netcdf 2 physics-simulation 2 hdf5 2 dataset-format 2 cae 2 Physics-informed neural networks 2 physics-informed-ml 2 partial-differential-equations 2 rlvr 2 reinforcement-learning 2 remote-procedure-call 2 gpu 2 gpu-acceleration 2 neural networks 2 uncertainty-quantification 2 fourier-neural-operator 2 Deep learning 2 dataset 2 Machine learning 2 paddle 2 operator 2 multi-fidelity-data 2 PDE 2 model-predictive-control 2 equation-discovery 2 Neural networks 2 Scientific computing 2 tensorflow2 2 Scientific machine learning 2 medical-imaging 2 ordinary-differential-equations 2 rl-environments 2 scientific-ai 2 reproducible-research 2 pinns 2 GPU 2 torch 2 dynamical-systems 2 model-reduction 2 python-package 2 scikit-learn 2 differential 2 equations 2 mpc 1 implicit-layers 1 implicit-differentiation 1 hybrid-models 1 causal-inference 1 physics-informed-machine-learning 1 graph-neural-networks 1 fixed-point-methods 1 differentiable-optimization 1 deep-equilibrium-models 1 optimal-control 1 system-identification 1 computational-neuroscience 1 jacobians 1 graph neural networks 1 silva networks 1 implicit layers 1 deep equilibrium models 1 remote-procedure-calls 1 scientific discovery 1 acoustics 1 operator-learning 1 deep-operator-learning 1 ultrasound 1 differentiable-simulations 1 phyics-informed neural network 1 partial differential equations 1