Xiaosen Zheng   Ph.D. Candidate SMU, Singapore Email: xszheng2020@phdcs.smu.edu.sg; zhengxs@sea.com Github: xszheng2020 [Google Scholar] [Semantic Scholar] [OpenReview] [Linkedin] [Twitter] [WeChat]

Biography

I am a fourth-year Ph.D. student in Computer Science at Singapore Management University, supervised by Professor Jing Jiang. Before that, I obtained my B.E. degree of Software Engineering at Central South University in 2019.

I am also fortunate to work closely with Tianyu Pang, Chao Du, Qian Liu and Min Lin.

I research Interpretability (Data-Centric) and Safety.

Preprint

(* indicates equal contribution)

• RegMix: Data Mixture as Regression for Language Model Pre-training
  Qian Liu*, Xiaosen Zheng*, Niklas Muennighoff, Guangtao Zeng, Longxu Dou, Tianyu Pang, Jing Jiang, Min Lin
  arXiv, 2024
  [code] [arxiv]
• Improved Few-Shot Jailbreaking Can Circumvent Aligned Language Models and Their Defenses
  Xiaosen Zheng, Tianyu Pang, Chao Du, Qian Liu, Jing Jiang, Min Lin
  arXiv, 2024
  [code] [arxiv]

Publications

(* indicates equal contribution)

• Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast
  Xiangming Gu*, Xiaosen Zheng*, Tianyu Pang*, Chao Du, Qian Liu, Ye Wang, Jing Jiang, Min Lin
  International Conference on Machine Learning (ICML), Vienna, Austria, 2024
  [code] [arxiv]
• Intriguing Properties of Data Attribution on Diffusion Models
  Xiaosen Zheng, Tianyu Pang, Chao Du, Jing Jiang, Min Lin
  International Conference on Learning Representations (ICLR), Vienna, Austria, 2024
  [code] [arxiv]
• An Empirical Study of Memorization in NLP
  Xiaosen Zheng, Jing Jiang
  Annual Meeting of the Association for Computational Linguistics (ACL), Dublin, Ireland, 2022
  [code] [arxiv]

Honors & Awards

• Presidential Doctoral Fellowship@SMU, AY2022, AY2024

Services

I was a reviewer of conferences:
NeurIPS 2024
ARR 2023 Dec, 2024 April
ACL 2023

© 2024 Xiaosen Zheng