Hao Ma
Results
Journal Article
Physics-Driven Learning of the Steady Navier-Stokes Equations Using Deep Convolutional Neural Networks
Communications in Computational Physics, Vol. 32 (2022), Iss. 3 : pp. 715–736
Journal Article
Towards a Mathematical Understanding of Neural Network-Based Machine Learning: What We Know and What We Don't
CSIAM Transactions on Applied Mathematics, Vol. 1 (2020), Iss. 4 : pp. 561–615
Journal Article
Achieving Adversarial Robustness Requires an Active Teacher
Journal of Computational Mathematics, Vol. 39 (2021), Iss. 6 : pp. 880–896
Journal Article
Achieving Adversarial Robustness Requires an Active Teacher
Journal of Computational Mathematics, Vol. 39 (2021), Iss. 6 : pp. 880–896
Journal Article
Why Self-Attention Is Natural for Sequence-to-Sequence Problems? A Perspective from Symmetries
Journal of Machine Learning, Vol. 2 (2023), Iss. 3 : pp. 194–210
Journal Article
Beyond the Quadratic Approximation: The Multiscale Structure of Neural Network Loss Landscapes
Journal of Machine Learning, Vol. 1 (2022), Iss. 3 : pp. 247–267