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Papers
FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers
IJCAI 2025
Generalizable Motion Planning via Operator Learning
ICLR 2025
Geometric Operator Learning with Optimal Transport
JMLR 2025
Guaranteed Prediction Sets for Functional Surrogate Models
UAI 2025
HEAP: Hyper Extended A-PDHG Operator for Constrained High-dim PDEs
ICML 2025
JPEG Processing Neural Operator for Backward-Compatible Coding
ICCV 2025
Latent Mamba Operator for Partial Differential Equations
ICML 2025
Learning Dynamical Coupled Operator For High-dimensional Black-box Partial Differential Equations
IJCAI 2025
Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups
ICLR 2025
Linearization Turns Neural Operators into Function-Valued Gaussian Processes
ICML 2025
MGCFNN: A Neural MultiGrid Solver with Novel Fourier Neural Network for High Wave Number Helmholtz Equations
ICLR 2025
Model-Based Closed-Loop Control Algorithm for Stochastic Partial Differential Equation Control
IJCAI 2025
Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics Discovery
ICML 2025
Neural Operators Can Play Dynamic Stackelberg Games
JMLR 2025
Neural Operators for Predictor Feedback Control of Nonlinear Delay Systems
L4DC 2025
NeurOp-Diff: Continuous Remote Sensing Image Super-Resolution via Neural Operator Diffusion
ICCV 2025
Optimal Control Operator Perspective and a Neural Adaptive Spectral Method
AAAI 2025
Quantitative Approximation for Neural Operators in Nonlinear Parabolic Equations
ICLR 2025
Safe PDE Boundary Control with Neural Operators
L4DC 2025
Solving Differential Equations with Constrained Learning
ICLR 2025
Zero-shot Imputation with Foundation Inference Models for Dynamical Systems
ICLR 2025
Accelerating Data Generation for Neural Operators via Krylov Subspace Recycling
ICLR 2024
Accelerating PDE Data Generation via Differential Operator Action in Solution Space
ICML 2024
Alias-Free Mamba Neural Operator
NeurIPS 2024
BENO: Boundary-embedded Neural Operators for Elliptic PDEs
ICLR 2024