Forward Stability of ResNet and Its VariantsJournal of Mathematical Imaging and Vision (JMIV), 2018 |
Parallel sequential Monte Carlo for stochastic gradient-free nonconvex
optimizationStatistics and computing (Stat. Comput.), 2018 |
A Sufficient Condition for Convergences of Adam and RMSPropComputer Vision and Pattern Recognition (CVPR), 2018 |
Distributed Gradient Descent with Coded Partial Gradient ComputationsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2018 |
A Bayesian Perspective of Statistical Machine Learning for Big DataComputational statistics (Zeitschrift) (Comput. Stat.), 2018 |
Nonconvex Optimization Meets Low-Rank Matrix Factorization: An OverviewIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2018 |
Newton-ADMM: A Distributed GPU-Accelerated Optimizer for Multiclass
Classification ProblemsInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2018 |