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Weinan E

Princeton University
Peking University
Courant Institute of Mathematical Sciences

402

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23506

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The Generalization Error of the Minimum-norm Solutions for Over-parameterized Neural Networks.

2021 arXiv: Machine Learning
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The Expectation-Maximization Algorithm for Continuous-time Hidden Markov Models.

2021 arXiv: Methodology
- Qingcan Wang
- Weinan E
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Coarse-grained spectral projection: A deep learning assisted approach to quantum unitary dynamics

2021 Physical Review B
- Pinchen Xie
- Weinan E
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OnsagerNet: Learning stable and interpretable dynamics using a generalized Onsager principle

2021
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Generalization Error of GAN from the Discriminator's Perspective.

2021 arXiv: Learning
- Hongkang Yang
- Weinan E
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On the Curse of Memory in Recurrent Neural Networks: Approximation and Optimization Analysis

2021 ICLR | International Conference on Learning Representations
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Deep potential generation scheme and simulation protocol for the Li10GeP2S12-type superionic conductors.

2021 Journal of Chemical Physics
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Multilevel Picard iterations for solving smooth semilinear parabolic heat equations

2021
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The Barron Space and the Flow-Induced Function Spaces for Neural Network Models

2021 Constructive Approximation
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DLODE: a deep learning-based ODE solver for chemistry kinetics

2021
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