Huang, Yixiao

9 publications

NeurIPS 2025 Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers Yixiao Huang, Hanlin Zhu, Tianyu Guo, Jiantao Jiao, Somayeh Sojoudi, Michael I. Jordan, Stuart Russell, Song Mei

NeurIPS 2025 OVERT: A Benchmark for Over-Refusal Evaluation on Text-to-Image Models Ziheng Cheng, Yixiao Huang, Hui Xu, Somayeh Sojoudi, Xuandong Zhao, Dawn Song, Song Mei

AAAI 2025 On the Power of Convolution-Augmented Transformer Mingchen Li, Xuechen Zhang, Yixiao Huang, Samet Oymak

NeurIPS 2025 Understanding and Improving Fast Adversarial Training Against $l_0$ Bounded Perturbations Xuyang Zhong, Yixiao Huang, Chen Liu

ICML 2024 From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers Muhammed Emrullah Ildiz, Yixiao Huang, Yingcong Li, Ankit Singh Rawat, Samet Oymak

AISTATS 2024 Mechanics of Next Token Prediction with Self-Attention Yingcong Li, Yixiao Huang, Muhammed E. Ildiz, Ankit Singh Rawat, Samet Oymak

ICMLW 2024 On the Power of Convolution Augmented Transformer Mingchen Li, Xuechen Zhang, Yixiao Huang, Samet Oymak

ICML 2024 Towards Efficient Training and Evaluation of Robust Models Against $l_0$ Bounded Adversarial Perturbations Xuyang Zhong, Yixiao Huang, Chen Liu

NeurIPSW 2022 Dynamic Statistical Learning with Engineered Features Outperforms Deep Neural Networks for Smart Building Cooling Load Predictions Yiren Liu, S. Joe Qin, Xiangyu Zhao, Yixiao Huang, Shenglong Yao, Guo Han