LIU Qianli

LIU Qianli

He/Him

Year 3 PhD Candidate in the Department of Computer Science and Engineering at HKUST.

Publications

You can also find my articles on my Google Scholar profile.

[1]
TwinQuant: Learnable Subspace Decomposition for 4-Bit LLM Quantization
Haodong Wang, Junjie Liu, Zicong Hong, Qianli Liu, Jian Lin, Song Guo, and Xu Chen
International Conference on Machine Learning (ICML), 2026
[2]
KVDrive: A Holistic Multi-Tier KV Cache Management System for Long-Context LLM Inference
Jian Lin, Jiazhi Mi, Zicong Hong, Haodong Wang, Qianli Liu, Haoyue Zhang, Peng Li, and Song Guo
ACM SIGMOD/PODS International Conference on Management of Data (SIGMOD), 2026
[3]
DIRECTOR: Accelerating Distributed MoE Serving via Online Proactive Expert Placement
Qianli Liu, Kaibin Guo, Zicong Hong, Peng Li, Fahao Chen, Haodong Wang, Jian Lin, and Song Guo
IEEE International Conference on Computer Communications (INFOCOM), 2026
[4]
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence
Zile Wang*, Qianli Liu*, Kaibin Guo, Haodong Wang, Jian Lin, Zicong Hong, and Song Guo (* indicates equal contribution)
IEEE International Conference on Computer Communications (INFOCOM), 2026
[5]
MELL: Memory-Efficient Large Language Model Serving via Multi-GPU KV Cache Management
Qianli Liu, Zicong Hong, Peng Li, Fahao Chen, and Song Guo
IEEE International Conference on Computer Communications (INFOCOM), 2025