Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective. - Xinhao Yao; Xiaolin Hu; Shenzhi Yang; Yong Liu (NeurIPS, 2024)

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

Unveiling the Mechanisms of Explicit CoT Training: How Chain-of-Thought Enhances Reasoning Generalization. - Xinhao Yao; Ruifeng Ren; Yun Liao; Yong Liu (CoRR, 2025)