Federated Fine-Tuning of Sparsely-Activated Large Language Models on Resource-Constrained Devices [PDF]
EuroSys 2026
Fahao Chen, Jie Wan, Peng Li, Zhou Su, and Dongxiao Yu
Efficient Multimodal Serving via Module Multiplexing [PDF]
EuroSys 2026
Zicong Hong, Yuyan Chen, Haoyue Zhang, Peng Li, Wuhui Chen, Song Guo, and Xiaowei Shen
Communication-Efficient Sparsely-Activated Model Training via Sequence Migration and Token Condensation [PDF]
IEEE Transactions on Networking (CCF A)
Fahao Chen, Peng Li, Zicong Hong, Zhou Su, and Song Guo
Semi-Clairvoyant Scheduling of Speculative Decoding Requests to Minimize LLM Inference Latency [PDF]
IJCAI 2025 (CCF A)
Ruixiao Li, Fahao Chen, and Peng Li
An Adaptive and Interpretable Congestion Control Service Based on Multi-Objective Reinforcement Learning
IEEE Transactions on Services Computing
Jiacheng Liu, Xu Li, Feilong Tang, Peng Li, Long Chen, J. Yu, Y. Zhu, P. Heng, and L. T. Yang
SPIN: Accelerating Large Language Model Inference with Heterogeneous Speculative Models [PDF]
IEEE INFOCOM 2025
Fahao Chen, Peng Li, Tom H. Luan, Zhou Su, and Jing Deng
Mell: Memory-Efficient Large Language Model Serving via Multi-GPU KV Cache Management
IEEE INFOCOM 2025
Qianli Liu, Zicong Hong, Peng Li, Fahao Chen, and Song Guo
Tomtit: Hierarchical Federated Fine-Tuning of Giant Models based on Autonomous Synchronization
IEEE INFOCOM 2024
T. Qi, Y. Zhan, P. Li and Y. Xia
Value of Information: A Comprehensive Metric for Client Selection in Federated Edge Learning
IEEE Transactions on Computers
Y. Zou, S. Shen, M. Xiao, P. Li, D. Yu and X. Cheng
DGC: Training Dynamic Graphs with Spatio-temporal Non-uniformity using Graph Partitioning by Chunks
ACM SIGMOD 2024
F Chen, P Li, C Wu
Efficient Inference of Graph Neural Networks using Local Sensitive Hash
IEEE Transactions on Sustainable Computing
T. Liu, P. Li, Z. Su, and M. Dong
Adaptive Offloading of Transformer Inference for Weak Edge Devices with Masked Autoencoders
ACM Transactions on Sensor Networks
T Liu, P Li, Y Gu, P Liu, H Wang
Hwamei: A Learning-Based Synchronization Scheme for Hierarchical Federated Learning
IEEE ICDCS 2023
T Qi, Y Zhan, P Li, J Guo, Y Xia
A full list can be found at: DBLP