Dongfang Liu

Associate Professor, University Libraries, Purdue University

Joined

February 2020

Names

Dongfang Liu (Preferred)

Emails

****@purdue.edu (Confirmed)

****@rit.edu (Confirmed)

****@gmail.com (Confirmed)

****@purdue.edu (Confirmed)

Personal Links

Homepage

Google Scholar

ACL Anthology

Career & Education History

Associate Professor

University Libraries , Purdue University (purdue.edu)

2026 – Present

Advisors, Relations & Conflicts

PhD Advisor

Baijian Yang

2018 – 2021

Expertise

LLM

2021 – Present

Prompt tuning

2021 – Present

Publications

Exploring the Adversarial Vulnerabilities of Vision-Language-Action Models in Robotics
Taowen Wang, Cheng Han, James Chenhao Liang, Wenhao Yang, Dongfang Liu, Luna Xinyu Zhang, Qifan Wang, Jiebo Luo, Ruixiang Tang
- ICCV
- Readers: Everyone
Beyond Next-Token Prediction: Diffusion vs. Autoregressive Reasoning in LLMs
Xiang Zhang, Yiyang Liu, Runjia Zeng, Siyuan Qi, Qifan Wang, Dongfang Liu, Cheng Han
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
TokenSeek: Memory Efficient Fine Tuning via Instance-Aware Token Ditching
Runjia Zeng, Qifan Wang, Qiang Guan, Ruixiang Tang, Lifu Huang, Zhenting Wang, XUELING ZHANG, Cheng Han, Dongfang Liu
- ICLR 2026 Poster
- Readers: Everyone
One-shot Learning for Robot Manipulation through Egocentric Video Demonstration
Xiwen Dengxiong, Xueting Wang, Rui Li, Jiebo Luo, Dongfang Liu, Yunbo Zhang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Productive LLM Hallucinations: Conditions, Mechanisms, and Benefits
Feng He, Zhenting Wang, Qifan Wang, Qiang Guan, Dongfang Liu, Ruixiang Tang, Qiankun Li
- Submitted to ICLR 2026
- Readers: Everyone
Robust Ego-Exo Correspondence with Long-Term Memory
Yijun Hu, Bing Fan, Xin Gu, Haiqing Ren, Dongfang Liu, Heng Fan, Libo Zhang
- NeurIPS 2025 poster
- Readers: Everyone
Probabilistic Token Alignment for Large Language Model Fusion
Runjia Zeng, James Chenhao Liang, Cheng Han, Zhiwen Cao, Jiahao Liu, Xiaojun Quan, Yingjie Victor Chen, Lifu Huang, Tong Geng, Qifan Wang, Dongfang Liu
- NeurIPS 2025 poster
- Readers: Everyone
All You Need is One: Capsule Prompt Tuning with a Single Vector
Yiyang Liu, James Chenhao Liang, Heng Fan, Wenhao Yang, Yiming Cui, Xiaotian Han, Lifu Huang, Dongfang Liu, Qifan Wang, Cheng Han
- NeurIPS 2025 poster
- Readers: Everyone
Diff-PIC: Revolutionizing Particle-In-Cell Nuclear Fusion Simulation with Diffusion Models
Chuan Liu, Chunshu Wu, shihui cao, Mingkai Chen, James Chenhao Liang, Ang Li, Michael Huang, Chuang Ren, Ying Nian Wu, Dongfang Liu, Tong Geng
- ICLR 2025 Poster
- Readers: Everyone
DS-LLM: Leveraging Dynamical Systems to Enhance Both Training and Inference of Large Language Models
Ruibing Song, Chuan Liu, Chunshu Wu, Ang Li, Dongfang Liu, Ying Nian Wu, Tong Geng
- ICLR 2025 Poster
- Readers: Everyone

View all 132 publications

Co-Authors

View all 182 co-authors