Yixiao HUANG

prof_pic.jpg

Berkeley, CA, United States

yixiaoh@berkeley.edu
How to pronounce?
My first name can be pronounced as “e-/ɕjɑʊ/”:

I’m Yixiao HUANG (Chinese name: 黄一笑) and I’m a second-year PhD student at UC Berkeley EECS supervised by Prof. Somayeh Sojoudi. I also work closely with Prof. Song Mei. I’m interested in establishing the theoretical foundations for generative models to enhance their efficiency and reliability.

I received my Bachelor’s degree in Informaton Engineering in June, 2023 from Department of Electrical Engineering, City University of Hong Kong. I was fortunate to work with Prof. Rosa CHAN who patiently guided me to start my research adventure. I also had a great time at University of Michigan, working with Prof. Samet Oymak on the theoretical foundations of self-attention and hybrid models.

news

Feb 1, 2026 A new preprint on the Reversal Curse is out!
Oct 31, 2025 I’m looking for a research internship in Summer 2026 . I’d be happy to connect if you’re interested in my research!
Sep 18, 2025 Three papers are accepted by NeurIPS 2025:

selected publications

* indicates equal contribution
  1. Preprint
    Transformers Provably Learn to Internalize Chain-of-Thought
    Yixiao HuangHanlin Zhu, Zixuan Wang, Jiantao Jiao, Stuart Russell, and 2 more authors
    arXiv preprint arXiv:2605.28600, 2026
  2. ICML 2026
    Multi-Objective Learning for Diffusion Models: A Statistical Theory under Semi-Supervised Learning
    Ziheng Cheng*Yixiao Huang*Hanlin Zhu, Haoran Geng, Somayeh Sojoudi, and 3 more authors
    International Conference on Machine Learning (ICML), 2026
  3. ICML 2026
    Breaking the Reversal Curse in Autoregressive Language Models via Identity Bridge
    Xutao Ma*, Yixiao Huang*Hanlin Zhu, and Somayeh Sojoudi
    International Conference on Machine Learning (ICML), Spotlight, 2026
  4. NeurIPS 2025
    Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers
    Yixiao Huang*Hanlin Zhu*Tianyu Guo*, Jiantao Jiao, Somayeh Sojoudi, and 3 more authors
    Advances in Neural Information Processing Systems (NeurIPS), 2025
  5. NeurIPS D&B
    OVERT: A Benchmark for Over-Refusal Evaluation on Text-to-Image Models
    Ziheng Cheng*Yixiao Huang*, Hui Xu, Somayeh Sojoudi, Xuandong Zhao, and 2 more authors
    Advances in Neural Information Processing Systems Datasets and Benchmarks Track (NeurIPS D&B), 2025
  6. AISTATS 2024
    Mechanics of Next Token Prediction with Self-Attention
    Yingcong Li*, Yixiao Huang*M. Emrullah IldizAnkit Singh Rawat, and Samet Oymak
    International Conference on Artificial Intelligence and Statistics (AISTATS), 2024