Error Analysis of Three-Layer Neural Network Trained with PGD for Deep
Ritz MethodIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2024 |
A Finite Expression Method for Solving High-Dimensional Committor ProblemsSIAM Journal on Scientific Computing (SISC), 2023 |
EgPDE-Net: Building Continuous Neural Networks for Time Series
Prediction with Exogenous VariablesIEEE Transactions on Cybernetics (IEEE Trans. Cybern.), 2022 |
On the Representation of Solutions to Elliptic PDEs in Barron SpacesNeural Information Processing Systems (NeurIPS), 2021 |
A Priori Generalization Error Analysis of Two-Layer Neural Networks for
Solving High Dimensional Schrödinger Eigenvalue ProblemsCommunications of the American Mathematical Society (Comm. Amer. Math. Soc.), 2021 |