Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and Optimization. - Xinhao Yao; Hongjin Qian; Xiaolin Hu; Gengze Xu; Yong Liu (CoRR, 2024)

Stability and Generalization of Zeroth-Order Decentralized Stochastic Gradient Descent with Changing Topology. - Xiaolin Hu; Zixuan Gong; Gengze Xu; Wei Liu 005; Jian Luan 001; Bin Wang 004; Yong Liu 020 (AAAI, 2025)

On the Emergence of Weak-to-Strong Generalization: A Bias-Variance Perspective. - Gengze Xu; Wei Yao 017; Ziqiao Wang; Yong Liu 018 (CoRR, 2025)

On Weak-to-Strong Generalization and f-Divergence. - Wei Yao 017; Gengze Xu; Huayi Tang; Wenkai Yang; Donglin Di; Ziqiao Wang; Yong Liu 018 (CoRR, 2025)