Mu Yuan (袁牧)

STIP: Three-Party Privacy-Preserving and Lossless Inference for Large Transformers in Production
Mu Yuan, Lan Zhang, Yihang Cheng, Miao-Hui Song, Guoliang Xing, Xiang-Yang Li
Accepted by NDSS 2026
Code | Official MindSpore Support | Qwen2.5 Usage Example

SCX: Stateless KV-Cache Encoding for Cloud-Scale Confidential Transformer Serving
Mu Yuan, Lan Zhang, Liekang Zeng, Siyang Jiang, Bufang Yang, Di Duan, Guoliang Xing
Accepted by SIGCOMM 2025
Code

LLM-Driven Low-Resolution Vision System for On-Device Human Behavior Understanding
Siyang Jiang, Bufang Yang, Lilin Xu, Mu Yuan, Yeerzhati Abudunuer, Kaiwei Liu, Liekang Zeng, Hongkai Chen, Xiaofan Jiang, Zhenyu Yan, Guoliang Xing
Accepted by MobiCom 2025

Myo-Trainer: A Vision-based Muscle-Aware Motion Feedback System for In-Home Resistance Training
Yuting He, Xinyan Wang, Mu Yuan, Bufang Yang, Siyang Jiang, Yihua Huang, Doris S. F. Yu, Guoliang Xing, Hongkai Chen
Accepted by MobiCom 2025

RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service
Yihang Cheng, Lan Zhang, Junyang Wang, Mu Yuan, Yunhao Yao
ACL 2025
Cite

A-VL: Adaptive Attention for Large Vision-Language Models
Junyang Zhang, Mu Yuan, Ruiguang Zhong, Puhan Luo, Huiyou Zhan, Ningkang Zhang, Chengchen Hu, Xiangyang Li
AAAI 2025
PDF

Grape: Efficient Spatiotemporal Prediction Services with Stale Sensing Streams
Liekang Zeng, Yunchao Liu, Shengyuan Ye, Mu Yuan, Di Duan, Xu Chen, Guoliang Xing
IEEE Real-Time Systems Symposium (RTSS) 2025

Argus: Multi-view egocentric human mesh reconstruction based on stripped-down wearable mmwave add-on
Di Duan, Shengzhe Lyu, Mu Yuan, Hongfei Xue, Tianxing Li, Weitao Xu, Kaishun Wu, Guoliang Xing
SenSys 2025 (🏅 Best Paper Honorable Mention Award)
PDF

PacketGame: Multi-Stream Packet Gating for Concurrent Video Inference at Scale
Mu Yuan, Lan Zhang, Xuanke You, Xiang-Yang Li
ACM SIGCOMM 2023 (SIG Grant Award)
PDF | Slides | Code | Cite

InFi: End-to-end Learnable Input Filter for Resource-efficient Mobile-centric Inference
Mu Yuan, Lan Zhang, Fengxiang He, Xueting Tong, Xiang-Yang Li
ACM MobiCom 2022
PDF | Slides | Code | Bilibili | Cite

MLink: Linking Black-Box Models from Multiple Domains for Collaborative Inference
Mu Yuan, Lan Zhang, Zimu Zheng, Yi-Nan Zhang, Xiang-Yang Li
IEEE TPAMI 2023
PDF | Cite

Efficient Deep Ensemble Inference via Query Difficulty-dependent Task Scheduling
Zichong Li, Lan Zhang, Mu Yuan, Miao-Hui Song, Qi Song
IEEE ICDE 2023

MLink: Linking Black-box Models for Collaborative Multi-model Inference
Mu Yuan, Lan Zhang, Xiang-Yang Li
AAAI 2022 (Oral 4.5%)
PDF | Slides (20min version) | Slides (1min version) | Code | Bilibili | Cite

Adaptive Model Scheduling for Resource-efficient Data Labeling
Mu Yuan, Lan Zhang, Xiang-Yang Li, Lin-Zhuo Yang, Hui Xiong
ACM TKDD 2022
PDF | Cite

Comprehensive and Efficient Data Labeling via Adaptive Model Scheduling
Mu Yuan, Lan Zhang, Xiang-Yang Li, Hui Xiong
IEEE ICDE 2020
PDF | Official Video | Bilibili | Slides | Cite

异构协同模型推理 (Heterogeneous Collaborative Model Inference)
袁牧 (Mu Yuan)
CCF 全国优博 (CCF Doctoral Dissertation Award)
CCF 物联网专委优博 (CCF TCIoT Doctoral Dissertation Award)
中国科学技术大学校优博 (USTC Doctoral Dissertation Award)
PDF