48 citations · 108 across the 26 of their papers we have counts for
Showing 2021Show all
3 papers · 1 filter
stat.ML2021★ 4 cited
Optimum-statistical Collaboration Towards General and Efficient Black-box Optimization
Wenjie Li, Chi-Hua Wang, Guang Cheng +1
In this paper, we make the key delineation on the roles of resolution and statistical uncertainty in hierarchical bandits-based black-box optimization algorithms, guiding a more ge…
stat.ME2021★ 1 cited
A Langevinized Ensemble Kalman Filter for Large-Scale Static and Dynamic Learning
Peiyi Zhang, Qifan Song, Faming Liang
The Ensemble Kalman Filter (EnKF) has achieved great successes in data assimilation in atmospheric and oceanic sciences, but its failure in convergence to the right filtering distr…
stat.ML2021★ 6 cited
Consistent Sparse Deep Learning: Theory and Computation
Yan Sun, Qifan Song, Faming Liang
Deep learning has been the engine powering many successes of data science. However, the deep neural network (DNN), as the basic model of deep learning, is often excessively over-pa…