Changyou Chen

Bayesian Sampling Using Stochastic Gradient Thermostats

Nan Ding, Youhan Fang, Ryan Babbush et al. · 2014 · 175 citations

Preconditioned Stochastic Gradient Langevin Dynamics for Deep Neural Networks

Chunyuan Li, Changyou Chen, David Carlson et al. · arXiv (Cornell University) · 2015 · 174 citations · Full text

Model Optimization, Deep Neural Networks, Parameter Space +12

Certified Adversarial Robustness with Additive Noise

Bai Li, Changyou Chen, Wenlin Wang et al. · Neural Information Processing Systems · 2019 · 161 citations

Artificial Intelligence, Engineering, Machine Learning +17

Preconditioned Stochastic Gradient Langevin Dynamics for Deep Neural Networks

Chunyuan Li, Changyou Chen, David Carlson et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2016 · 129 citations · Full text

Model Optimization, Deep Neural Networks, Parameter Space +12

On the Convergence of Stochastic Gradient MCMC Algorithms with High-Order Integrators

Changyou Chen, Nan Ding, Lawrence Carin · arXiv (Cornell University) · 2016 · 124 citations · Full text

Numerical Analysis, Engineering, Machine Learning +15