ML Anthology

Liu, Junkang

3 publications

ICLR 2026 Rethinking LoRA for Privacy-Preserving Federated Learning in Large Models Jin Liu, Yinbin Miao, Ning Xi, Junkang Liu
ICML 2025 Improving Generalization in Federated Learning with Highly Heterogeneous Data via Momentum-Based Stochastic Controlled Weight Averaging Junkang Liu, Yuanyuan Liu, Fanhua Shang, Hongying Liu, Jin Liu, Wei Feng
NeurIPS 2025 Tight High-Probability Bounds for Nonconvex Heavy-Tailed Scenario Under Weaker Assumptions Weixin An, Yuanyuan Liu, Fanhua Shang, Han Yu, Junkang Liu, Hongying Liu