Mengdi Liu

PhD student, Institute of Computing Technology, Chinese Academy of Sciences

Joined

May 2024

Names

Mengdi Liu (Preferred)

Emails

****@mails.ucas.ac.cn (Confirmed)

Personal Links

Career & Education History

PhD student

Institute of Computing Technology, Chinese Academy of Sciences (ict.ac.cn)

2023 – Present

Undergrad student

Tianjin University (tju.edu.cn)

2019 – 2023

Advisors, Relations & Conflicts

PhD Advisor

2023 – Present

Expertise

AI4Science

2023 – Present

Publications

LensWalk: Agentic Video Understanding by Planning How You See in Videos.
Keliang Li, Yansong Li, Hongze Shen, Mengdi Liu, Hong Chang, Shiguang Shan
- OpenReview Archive Direct Upload
- Readers: Everyone
PFMBench: Protein Foundation Model Benchmark
Zhangyang Gao, Hao Wang, Cheng Tan, Chenrui XU, Mengdi Liu, Bozhen Hu, Linlin Chao, Xiaoming Zhang, Stan Z. Li
- Submitted to ICLR 2026
- Readers: Everyone
Lost in Tokenization: Context as the Key to Unlocking Biomolecular Understanding in Scientific LLMs
Kai Zhuang, Jiawei Zhang, Yumou Liu, Hanqun Cao, Chunbin Gu, Mengdi Liu, Zhangyang Gao, Zitong Jerry Wang, Xuanhe Zhou, Pheng-Ann Heng, Lijun Wu, Conghui He, Cheng Tan
- ICLR 2026 Poster
- Readers: Everyone
ProtInvTree: Deliberate Protein Inverse Folding with Reward-guided Tree Search
Mengdi Liu, Xiaoxue Cheng, Zhangyang Gao, Hong Chang, Cheng Tan, Shiguang Shan, Xilin Chen
- NeurIPS 2025 spotlight
- Readers: Everyone
G2PDiffusion: Genotype-to-Phenotype Prediction with Diffusion Models
Mengdi Liu, Zhangyang Gao, Hong Chang, Stan Z. Li, Shiguang Shan, Xilin Chen
- CoRR 2025
- Readers: Everyone
History-Driven Test Program Synthesis for JVM Testing
Yingquan Zhao, Zan Wang, Junjie Chen, Mengdi Liu, Mingyuan Wu, Yuqun Zhang, Lingming Zhang
- Published: 01 Jan 2022, Last Modified: 15 May 2023
- ICSE 2022
- Readers: Everyone

Co-Authors

View all 31 co-authors