3 papers
cs.LG2026
FedFrozen: Two-Stage Federated Optimization via Attention Kernel Freezing
Junye Du, Zhenghao Li, Yushi Feng +1
Federated learning with heterogeneous clients remains a significant challenge for deep learning, primarily due to client drift arising from inconsistent local updates. Existing fed…
stat.ML2025
A Nonparametric Statistics Approach to Feature Selection in Deep Neural Networks with Theoretical Guarantees
Junye Du, Zhenghao Li, Zhutong Gu +1
This paper tackles the problem of feature selection in a highly challenging setting: , where is…
stat.AP2024
A General Framework of Brain Region Detection And Genetic Variants Selection in Imaging Genetics
Siqiang Su, Zhenghao Li, Long Feng +1
Imaging genetics is a growing field that employs structural or functional neuroimaging techniques to study individuals with genetic risk variants potentially linked to specific ill…