machine-learning 7 deep-learning 6 pinns 5 pinn 5 neural-networks 5 physics 5 scientific-machine-learning 5 pytorch 4 differential-equations 4 scientific-computing 3 pde-solver 3 tensorflow2 3 simulation 3 inverse-problems 3 Physics-informed neural networks 3 partial-differential-equations 3 jax 3 python 3 PDE 3 physics-informed-learning 2 gpu 2 gpu-acceleration 2 deep learning 2 ode 2 physics-informed-ml 2 neural-operators 2 tensorflow 2 Physics 1 atomistic-machine-learning 1 ice-sheet-models 1 Deep learning 1 Numerical method 1 Ice sheet modeling 1 multi-gpu-training 1 AI 1 Machine Learning 1 multitask-learning 1 continual-learning 1 variational PINNs 1 data-driven-model 1 reaction-diffusion 1 VPINNs 1 Neural Networks 1 neural-network 1 PINNs 1 neural-pde 1 distributed-systems 1 collocation 1 poisson-equation-solver 1 poisson-equation 1 poisson 1 physics-simulation 1 physics-engine 1 physics-2d 1 math 1 fast 1 solver 1 Poisson 1 sciml 1 scientific 1 navier-stokes-equations 1 fluid-dynamics 1 benchmark 1 autoregressive-models 1 ai 1 brain dynamics programming 1 brain-inspired computation 1 computational neuroscience 1 library 1 gpu-computing 1 interatomic-potentials 1 graph-neural-networks 1 atomistic-models 1 multi-gpu 1 scientific computing 1 physics-informed neural networks 1 machine learning 1 parareal 1 parallel-in-time 1 finite difference 1 differential equations 1 Differential equations 1 physics-informed-machine-learning 1 operator-learning 1 deeponet 1 deep-operator-learning 1 scientific machine learning 1 phyics-informed neural network 1 partial differential equations 1 operator learning 1 deep operator network 1 DeepONet 1 wave-equation 1 tpu-acceleration 1 kwave 1 differentiable-simulations 1 differentiable-programming 1 ultrasound 1 acoustics 1 jit-compiler 1