Xing, Yue
21 publications
TMLR
2026
Adversarial Vulnerability from On-Manifold Inseparability and Poor Off-Manifold Convergence
AISTATS
2025
A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration
AISTATS
2025
Adversarial Training in High-Dimensional Regression: Generated Data and Neural Networks
AISTATS
2025
Superiority of Multi-Head Attention: A Theoretical Study in Shallow Transformers in In-Context Linear Regression
AISTATS
2024
Better Representations via Adversarial Training in Pre-Training: A Theoretical Perspective
ECCV
2024
Unveiling and Mitigating Memorization in Text-to-Image Diffusion Models Through Cross Attention