Jiayi Pan

MS student, Shanghai Jiaotong University

Joined

August 2024

Names

Jiayi Pan (Preferred)

,

Pan Jiayi

Emails

****@smail.nju.edu.cn (Confirmed)

,

****@sjtu.edu.cn (Confirmed)

Personal Links

Career & Education History

MS student

Shanghai Jiaotong University (sjtu.edu.cn)

2024 – 2027

Advisors, Relations & Conflicts

Coauthor

2024 – 2025

Expertise

deep learning

2024 – 2026

Publications

SpecPrune-VLA: Accelerating Vision-Language-Action Models via Action-Aware Self-Speculative Pruning
Hanzhen Wang, Jiaming Xu, Yushun Xiang, Jiayi Pan, Yongkang Zhou, Yong-Lu Li, Guohao Dai
- Submitted to ICLR 2026
- Readers: Everyone
SentKVCompress: Sentence-Level Dynamic KVCache Compression for Efficient Long-Context LLM Inference
Jiancai Ye, Qingchen Li, Jun Liu, Tianlang Zhao, Jiayi Pan, Ningyi Xu, Guohao Dai
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
SpecEE: Accelerating Large Language Model Inference with Speculative Early Exiting
Jiaming Xu, Jiayi Pan, Yongkang Zhou, Siming Chen, Jinhao Li, Yaoxiu Lian, Junyi Wu, Guohao Dai
- CoRR 2025
- Readers: Everyone
Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective
Jinhao Li, Jiaming Xu, Shan Huang, Yonghua Chen, Wen Li, Jun Liu, Yaoxiu Lian, Jiayi Pan, Li Ding, Hao Zhou, Yu Wang, Guohao Dai
- CoRR 2024
- Readers: Everyone

Co-Authors