partial differential equation

Derivative-enhanced Deep Operator Network NeurIPS 2024 Differentiable Modal Synthesis for Physical Modeling of Planar String Sound and Motion Simulation NeurIPS 2024 DiffusionPDE: Generative PDE-Solving under Partial Observation NeurIPS 2024 Dual Cone Gradient Descent for Training Physics-Informed Neural Networks NeurIPS 2024 Efficient Error Certification for Physics-Informed Neural Networks ICML 2024 Efficient Learning of PDEs via Taylor Expansion and Sparse Decomposition into Value and Fourier Domains AAAI 2024 Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling JMLR 2024 FUSE: Fast Unified Simulation and Estimation for PDEs NeurIPS 2024 Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling NeurIPS 2024 Geometry-Guided Conditional Adaptation for Surrogate Models of Large-Scale 3D PDEs on Arbitrary Geometries IJCAI 2024 GeONet: a neural operator for learning the Wasserstein geodesic UAI 2024 Graph Neural PDE Solvers with Conservation and Similarity-Equivariance ICML 2024 Guaranteed Approximation Bounds for Mixed-Precision Neural Operators ICLR 2024 HAMLET: Graph Transformer Neural Operator for Partial Differential Equations ICML 2024 How does PDE order affect the convergence of PINNs? NeurIPS 2024 Inducing Point Operator Transformer: A Flexible and Scalable Architecture for Solving PDEs AAAI 2024 Latent Neural Operator for Solving Forward and Inverse PDE Problems NeurIPS 2024 Learning Macroscopic Dynamics from Partial Microscopic Observations NeurIPS 2024 Learning semilinear neural operators: A unified recursive framework for prediction and data assimilation. ICLR 2024 Liouville Flow Importance Sampler ICML 2024 MgNO: Efficient Parameterization of Linear Operators via Multigrid ICLR 2024 Multi-Fidelity Residual Neural Processes for Scalable Surrogate Modeling ICML 2024 Neural Inverse Source Problem CoRL 2024 Neural operators for boundary stabilization of stop-and-go traffic L4DC 2024 Neural operators meet conjugate gradients: The FCG-NO method for efficient PDE solving ICML 2024