Publications

OxyGen: Unified KV Cache Management for Vision-Language-Action Models under Multi-Task Parallelism

Xiangyu Li, Huaizhi Tang, Xin Ding, Weijun Wang, Ting Cao, Yunxin Liu

ArXiv preprint, 2026

Vec-LUT: Vector Table Lookup for Parallel Ultra-Low-Bit LLM Inference on Edge Devices

Xiangyu Li*, Chengyu Yin*, Weijun Wang, Jianyu Wei, Ting Cao, Yunxin Liu

ArXiv preprint, 2025 · Conditionally Accepted to MobiSys 2026

An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint

Yi Sun, Han Wang, Jiaqiang Li, Jiacheng Liu, Xiangyu Li, Hao Wen, Yizhen Yuan, Huiwen Zheng, Yan Liang, Yuanchun Li, Yunxin Liu

EMNLP 2025, 2025

Squeezer: Efficient Multi-DNN Inference for Edge Video Analytics via Cross-Model Scheduling

Xiang Wang, Lingxiao Ma, Ziyan Fu, Xiangyu Li, Yuanchun Li, Ju Ren, Yaoxue Zhang, Yunxin Liu

IEEE Transactions on Mobile Computing (TMC), 2025

FlexNN: Efficient and Adaptive DNN Inference on Memory-Constrained Edge Devices

FlexNN: Efficient and Adaptive DNN Inference on Memory-Constrained Edge Devices

Xiangyu Li, Yuanchun Li, Yuanzhe Li, Ting Cao, Yunxin Liu

MobiCom 2024, 2024 · Oral Presentation, Artifact Evaluated

Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security

Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security

Yuanchun Li, Hao Wen, Weijun Wang, Xiangyu Li, Yizhen Yuan, Guohong Liu, Jiacheng Liu, Wenxing Xu, Xiang Wang, Yi Sun, Rui Kong, Yile Wang, Hanfei Geng, Jian Luan, Xuefeng Jin, Zilong Ye, Guanjing Xiong, Fan Zhang, Xiang Li, Mengwei Xu, Zhijun Li, Peng Li, Yang Liu, Ya-Qin Zhang, Yunxin Liu

ArXiv preprint, 2024 · Survey, "Efficiency" Section Lead

ChainStream: An LLM-based Framework for Unified Synthetic Sensing

Jiacheng Liu, Yuanchun Li, Liangyan Li, Yi Sun, Hao Wen, Xiangyu Li, Yao Guo, Yunxin Liu

ArXiv preprint, 2024

DIMMining: Pruning-Efficient and Parallel Graph Mining on Near-Memory-Computing

Guohao Dai, Zhenhua Zhu, Tianyu Fu, Chiyue Wei, Bangyan Wang, Xiangyu Li, Yuan Xie, Huazhong Yang, Yu Wang

ISCA 2022, 2022