Deep Stochastic MechanicsInternational Conference on Machine Learning (ICML), 2023 |
Benefit of deep learning with non-convex noisy gradient descent:
Provable excess risk bound and superiority to kernel methodsInternational Conference on Learning Representations (ICLR), 2020 |
Generalization bound of globally optimal non-convex neural network
training: Transportation map estimation by infinite dimensional Langevin
dynamicsNeural Information Processing Systems (NeurIPS), 2020 |