Bayesian Sampling Using Stochastic Gradient Thermostats

Nan Ding, Youhan Fang, Ryan Babbush, +3

Preconditioned Stochastic Gradient Langevin Dynamics for Deep Neural Networks

Chunyuan Li, Changyou Chen, David Carlson, +1

arXiv (Cornell University)

Model OptimizationDeep Neural NetworksParameter SpaceMachine LearningEngineering +10

Certified Adversarial Robustness with Additive Noise

Bai Li, Changyou Chen, Wenlin Wang, +1

Neural Information Processing Systems

Artificial IntelligenceEngineeringMachine LearningVerificationAi Safety +15

Preconditioned Stochastic Gradient Langevin Dynamics for Deep Neural Networks

Chunyuan Li, Changyou Chen, David Carlson, +1

Proceedings of the AAAI Conference on Artificial Intelligence

Model OptimizationDeep Neural NetworksParameter SpaceMachine LearningEngineering +10

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

Changyou Chen, Nan Ding, Lawrence Carin

arXiv (Cornell University)

Numerical AnalysisEngineeringMachine LearningData ScienceStochastic Optimization +13

Low-Resolution Gait Recognition

Junping Zhang, Jian Pu, Changyou Chen, +1

IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)

Gait AnalysisEngineeringMachine LearningHuman Pose EstimationBiometrics +21

Learning Structured Weight Uncertainty in Bayesian Neural Networks

Shengyang Sun, Changyou Chen, Lawrence Carin

International Conference on Artificial Intelligence and Statistics

EngineeringMachine LearningUncertainty QuantificationStructured Weight UncertaintyBayesian Network +3

Cyclical Stochastic Gradient MCMC for Bayesian Deep Learning

Ruqi Zhang, Chunyuan Li, Jianyi Zhang, +2

arXiv (Cornell University)

Artificial IntelligenceConvolutional Neural NetworkEngineeringMachine LearningMultimodal Learning +15

Topic-Guided Variational Auto-Encoder for Text Generation

Wenlin Wang, Zhe Gan, Hongteng Xu, +5

EngineeringMachine LearningLanguage ProcessingText MiningGenerative System +20

Scalable Deep Poisson Factor Analysis for Topic Modeling

Zhe Gan, Changyou Chen, Ricardo Henao, +2