operator learning

MgNO: Efficient Parameterization of Linear Operators via Multigrid ICLR 2024 Multi-Resolution Active Learning of Fourier Neural Operators AISTATS 2024 Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery NeurIPS 2024 Online Infinite-Dimensional Regression: Learning Linear Operators ALT 2024 Operator learning without the adjoint JMLR 2024 Optimal deep learning of holomorphic operators between Banach spaces NeurIPS 2024 PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices NeurIPS 2024 PDENNEval: A Comprehensive Evaluation of Neural Network Methods for Solving PDEs IJCAI 2024 Poseidon: Efficient Foundation Models for PDEs NeurIPS 2024 Positional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator Learning ICML 2024 Convolutional Neural Operators for robust and accurate learning of PDEs NeurIPS 2023 Globally injective and bijective neural operators NeurIPS 2023 GNOT: A General Neural Operator Transformer for Operator Learning ICML 2023 Guiding continuous operator learning through Physics-based boundary constraints ICLR 2023 HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork ICLR 2023 Learning Partial Differential Equations in Reproducing Kernel Hilbert Spaces JMLR 2023 Nearly Optimal VC-Dimension and Pseudo-Dimension Bounds for Deep Neural Network Derivatives NeurIPS 2023 Nonlinear Reconstruction for Operator Learning of PDEs with Discontinuities ICLR 2023 Operator Learning for Nonlinear Adaptive Control L4DC 2023 Operator Learning with Neural Fields: Tackling PDEs on General Geometries NeurIPS 2023 Operator learning with PCA-Net: upper and lower complexity bounds JMLR 2023 Representation Equivalent Neural Operators: a Framework for Alias-free Operator Learning NeurIPS 2023 Sparse Learning of Dynamical Systems in RKHS: An Operator-Theoretic Approach ICML 2023 Transfer Learning Enhanced DeepONet for Long-Time Prediction of Evolution Equations AAAI 2023 Variational Autoencoding Neural Operators ICML 2023