physics-informed neural network

Dual Cone Gradient Descent for Training Physics-Informed Neural Networks NeurIPS 2024 Efficient Error Certification for Physics-Informed Neural Networks ICML 2024 Hamiltonian GAN L4DC 2024 How does PDE order affect the convergence of PINNs? NeurIPS 2024 Improving physics-informed neural networks with meta-learned optimization JMLR 2024 Invariant Physics-Informed Neural Networks for Ordinary Differential Equations JMLR 2024 Kronecker-Factored Approximate Curvature for Physics-Informed Neural Networks NeurIPS 2024 Learning from Integral Losses in Physics Informed Neural Networks ICML 2024 Learning “look-ahead” nonlocal traffic dynamics in a ring road L4DC 2024 Learning Reduced Fluid Dynamics AAAI 2024 Neural Inverse Source Problem CoRL 2024 P^2C^2Net: PDE-Preserved Coarse Correction Network for efficient prediction of spatiotemporal dynamics NeurIPS 2024 Parameterized Physics-informed Neural Networks for Parameterized PDEs ICML 2024 Physics-Informed Neural Network Policy Iteration: Algorithms, Convergence, and Verification ICML 2024 Physics-informed Neural Networks for Functional Differential Equations: Cylindrical Approximation and Its Convergence Guarantees NeurIPS 2024 Physics-Informed Neural Networks: Minimizing Residual Loss with Wide Networks and Effective Activations IJCAI 2024 Physics-informed Neural Networks with Unknown Measurement Noise L4DC 2024 Physics-Informed Regularization for Domain-Agnostic Dynamical System Modeling NeurIPS 2024 Physics-Informed Representation and Learning: Control and Risk Quantification AAAI 2024 Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization NeurIPS 2024 PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs NeurIPS 2024 PINNACLE: PINN Adaptive ColLocation and Experimental points selection ICLR 2024 PINNsFormer: A Transformer-Based Framework For Physics-Informed Neural Networks ICLR 2024 PirateNets: Physics-informed Deep Learning with Residual Adaptive Networks JMLR 2024 RoPINN: Region Optimized Physics-Informed Neural Networks NeurIPS 2024