physics-informed 11 deep-learning 5 machine-learning 5 partial-differential-equations 4 scientific-machine-learning 3 deep-neural-networks 3 differential-equations 2 neural-network 2 mechanical-engineering 2 physics-informed-ml 2 tf2 2 pytorch 2 python 2 physics-informed-neural-networks 2 pinns 2 ode 2 uncertainty-quantification 2 manufacturing 1 scaling-laws 1 physics-constrained 1 physics-model 1 convolutional-neural-networks 1 system-identification 1 bayesian-surrogate 1 artificial-intelligence 1 civil-engineering 1 computational-science 1 hadi-meidani 1 illinois 1 research 1 smart-cities 1 stochastic 1 uiuc 1 uncertainty 1 chemistry 1 physics-based 1 physics-based-ml 1 reaction-networks 1 reactions 1 equation-learning 1 hacktoberfest 1 lightining 1 modeling 1 neural-networks 1 neural-operators 1 pde 1 pinn 1 benchmarks 1 gpu 1 jax 1 julia 1 matlab 1 performance 1 r 1 sciml 1 information-field-theory 1 inverse-problems 1 model-form-uncertainty 1 derivatives 1 ode-model 1 physics-informed-learning 1 physics-informed-neural-network 1