partial differential equation

Linear Supervision for Nonlinear, High-Dimensional Neural Control and Differential Games L4DC 2025 Mechanistic PDE Networks for Discovery of Governing Equations ICML 2025 Metamizer: A Versatile Neural Optimizer for Fast and Accurate Physics Simulations ICLR 2025 MGCFNN: A Neural MultiGrid Solver with Novel Fourier Neural Network for High Wave Number Helmholtz Equations ICLR 2025 MMET: A Multi-Input and Multi-Scale Transformer for Efficient PDEs Solving IJCAI 2025 Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout ICLR 2025 NAPI-MPC: Neural Accelerated Physics-Informed MPC for Nonlinear PDE Systems L4DC 2025 Number Theoretic Accelerated Learning of Physics-Informed Neural Networks AAAI 2025 On the Benefits of Memory for Modeling Time-Dependent PDEs ICLR 2025 Parabolic Continual Learning AISTATS 2025 PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs ICML 2025 PeSANet: Physics-encoded Spectral Attention Network for Simulating PDE-Governed Complex Systems IJCAI 2025 PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems ICLR 2025 Physics-Informed Deep Inverse Operator Networks for Solving PDE Inverse Problems ICLR 2025 Physics-Informed Deep Learning and Compressive Collocation for High-Dimensional Diffusion-Reaction Equations: Practical Existence Theory and Numerics JMLR 2025 Physics-Informed Diffusion Models ICLR 2025 Physics-informed Kernel Learning JMLR 2025 PhysPDE: Rethinking PDE Discovery and a Physical Hypothesis Selection Benchmark ICLR 2025 PIED: Physics-Informed Experimental Design for Inverse Problems ICLR 2025 PIG: Physics-Informed Gaussians as Adaptive Parametric Mesh Representations ICLR 2025 QP Based Constrained Optimization for Reliable PINN Training L4DC 2025 Quantitative Approximation for Neural Operators in Nonlinear Parabolic Equations ICLR 2025 Reduced-rank Factorized Fourier Neural Operator ACML 2025 Safe PDE Boundary Control with Neural Operators L4DC 2025 Score-based free-form architectures for high-dimensional Fokker-Planck equations ICLR 2025