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)
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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]
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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)
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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]
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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]
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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
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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