👋 About Me

Hi, everyone! I am currently a junior undergraduate student at Harbin Institute of Technology (Weihai). I serve as a research assistant at Harbin Institute of Technology under the supervision of Prof. Dianbo Sui. Additionally, I am a visiting student at Westlake University in the LINs Lab, working under the guidance of Prof. Tao Lin.

My research interests include Deep Learning Theory, Large Language Models, Interpretability, Complex Systems, and Statistical Mechanics.

🔥 News

  • 2024.09 Two papers were accepted by EMNLP 2024 Main.

📝 Publications

Structured-Initialization Learning

Deyuan Liu, Peng Sun, Xufeng Li, Tao Lin

ICLR 2025 Under Review

Pruning via Merging: Compressing LLMs via Manifold Alignment Based Layer Merging

Deyuan Liu, Zhanyue Qin, Hairu Wang, Zhao Yang, Zecheng Wang, Fangying Rong, Qingbin Liu, Yanchao Hao, Xi Chen, Cunhang Fan, Zhao Lv, Zhiying Tu, Dianhui Chu, Bo Li, Dianbo Sui

EMNLP 2024 Main

Checkpoint Merging via Bayesian Optimization in LLM Pretraining

Deyuan Liu, Zecheng Wang, Bingning Wang, Weipeng Chen, Chunshan Li, Zhiying Tu, Dianhui Chu, Bo Li, Dianbo Sui

arXiv

Enhancing LLM Pretraining by Checkpoint Merging: An Almost Free Lunch Approach

Zecheng Wang, Deyuan Liu, Chunshan Li, Dianhui Chu, Weipeng Chen, Bingning Wang, Dianbo Sui

AAAI 2025 Under Review

UNO Arena for Evaluating Sequential Reasoning of LLMs

Zhanyue Qin, Haochuan Wang, Deyuan Liu, Ziyang Song, Cunhang Fan, Zhao Lv, Jinlin Wu, Zhen Lei, Zhiying Tu, Dianhui Chu, Xiaoyan Yu, Dianbo Sui

EMNLP 2024 Main

Co-Evolution Learning

Zhenwei Long, Peng Sun, Zhenglin Cheng, Deyuan Liu, Tao Lin

ICLR 2025 Under Review

Mitigating Gender Bias in Code Large Language Models via Model Editing

Zhanyue Qin, Haochuan Wang, Zecheng Wang, Deyuan Liu, Cunhang Fan, Zhao Lv, Zhiying Tu, Dianhui Chu, Dianbo Sui

arXiv

📖 Education

  • 2022.09 - 2026.06 (Expected), Harbin Institute of Technology (Weihai). B.S. in Software Engineering.