Publications
Journal Papers
[J.7] Xiaohang Shi, Sheng Zhang, Jie Wu, Ning Chen, Ke Cheng, Yu Liang, Sanglu Lu. AdaPyramid: Adaptive Pyramid for Accelerating High-Resolution Object Detection on Edge Devices. IEEE Transactions on Parallel and Distributed Systems (TPDS 2023, CCF A) [pdf]
[J.6] Ning Chen, Sheng Zhang, Zhi Ma, Yu Chen, Yibo Jin, Jie Wu, Zhuzhong Qian, Yu Liang, and Sanglu Lu. ViChaser: Chase Your Viewpoint for Live Video Streaming with Block.Oriented Super Resolution. IEEE/ACM TRANSACTIONS ON NETWORKING (TON 2023, CCF A) [pdf]
[J.5] Yibo Jin, Lei Jiao, Mingtao Ji, Zhuzhong Qian, Sheng Zhang, Ning Chen and Sanglu Lu. Scheduling In. Band Network Telemetry with Convergence.Preserving Federated Learning. IEEE/ACM TRANSACTIONS ON NETWORKING (TON 2023, CCF A) [pdf]
[J.4] Ning Chen, Sheng Zhang, Siyi Quan, Zhi Ma, Zhuzhong Qian, Sanglu Lu. VCMaker: Content‑aware configuration adaptation for video streaming and analysis in live augmented reality. Elsevier Computer Networks (CN 2021, CCF‑B) [pdf]
[J.3] Ning Chen, Sheng Zhang, Jie Wu, Zhuzhong Qian, Sanglu Lu. Learning scheduling bursty requests in Mobile Edge Computing using DeepLoad. Elsevier Computer Networks (CN 2021, CCF‑B) [pdf]
[J.2] Zhi Ma, Sheng Zhang, Zhiqi Chen, Tao Han, Zhuzhong Qian, Mingjun Xiao, Ning Chen, Jie Wu, Sanglu Lu. Towards revenue‑driven multi‑user online task offloading in edge computing. IEEE Transactions on Parallel and Distributed Systems (TPDS 2021, CCF A) [pdf]
[J.1] Ning Chen, Siyi Quan, Sheng Zhang, Zhuzhong Qian, Yibo Jin, Jie Wu, Wenzhong Li, Sanglu Lu. Cuttlefish: Neural configuration adaptation for video analysis in live augmented reality. IEEE Transactions on Parallel and Distributed Systems (TPDS 2021, CCF A) [pdf]
Conference Papers
[C.10] Ning Chen, Sheng Zhang, Yu Liang, Jie Wu, Yu Chen, Yuting Yan, Zhuzhong Qian and Sanglu Lu. TileSR: Accelerate On-Device Super-Resolution with Parallel Offloading in Tile Granularity. IEEE Annual International Conference on Computer Communications (INFOCOM 2024, CCF‑A) [pdf]
[C.9] Yu Chen, Sheng Zhang, Ziying Zhou, Xiaokun Wang, Yu Liang, Ning Chen, Yuting Yan, Mingjun Xiao, Jie Wu, Zhuzhong Qian, Harry Xu. MACRO: Incentivizing Multi-leader Game-based Pareto-efficient Crowdsourcing for Video Analytics. Proc. of the 40th IEEE International Conference on Data Engineering (ICDE 2024, CCF-A) [pdf]
[C.8] Yuting Yan, Sheng Zhang, Xiaokun Wang, Ning Chen, Yu Chen, Yu Liang, Mingjun Xiao, Sanglu Lu. VisFlow: Adaptive Content-Aware Video Analytics on Collaborative Cameras IEEE Annual International Conference on Computer Communications (INFOCOM 2024, CCF‑A) [pdf]
[C.7] Zhi Ma, Sheng Zhang, Ning Chen, Zhuzhong Qian, Qing Gu, Yu Liang and Sanglu Lu. Dependent Task offloading and Service Caching with State Management for Mobile Edge Computing. IEEE International Conference on Communications (ICC 2023, CCF‑C) [pdf]
[C.6] Hesheng Sun, Xinyi Chen, Zhuzhong Qian, Zengji Li, Ning Chen, Tuo Cao, Suwei Xu, and Yitong Zhou. BIRP: Batch‑aware Inference Workload Redistribution and Parallel Scheme for Edge Collaboration. 12th International Congress Of Plant Pathology (ICPP, 2023, CCF-B) [pdf]
[C.5] Ning Chen, Shuai Zhang, Sheng Zhang, Yuting Yan, Yu Chen and Sanglu Lu. ResMap: Exploiting Sparse Residual Feature Map for Accelerating Cross‑Edge Video Analytics. IEEE Annual International Conference on Computer Communications (INFOCOM 2023, CCF‑A) [pdf]
[C.4] Yu Chen, Sheng Zhang, Yuting Yan, Yibo Jin, Ning Chen, Mingtao Ji and Mingjun Xiao. Crowd2: Multi‑agent Bandit‑based Dispatch for Video Analytics upon Crowdsourcing. IEEE Annual International Conference on Computer Communications (INFOCOM 2023, CCF‑A) [pdf]
[C.3] Yu Chen, Sheng Zhang, Yibo Jin, Zhuzhong Qian, Mingjun Xiao, Ning Chen and Zhi Ma. Learning for Crowdsourcing: Online Dispatch for Video Analytics with Guarantee. IEEE Annual International Conference on Computer Communications (INFOCOM 2022, CCF‑A) [pdf]
[C.2] Yibo Jin, Lei Jiao, Zhuzhong Qian1, Sheng Zhang, Ning Chen, Sanglu Lu, Xiaoliang Wang. Provisioning Edge Inference as a Service via Online Learning. 2020 17th IEEE International Conference on Sensing, Communication and Networking (SECON 2020, CCF‑B) [pdf]
[C.1] Ning Chen, Sheng Zhang, Zhuzhong Qian, Jie Wu, Sanglu Lu. When learning joins edge: Real.time proportional computation offloading via deep reinforcement learning. 2019 IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS) (ICPADS 2019, CCF C) [pdf]
Book Papers
[B.1] Ning Chen, Sheng Zhang, Sanglu. Improving Live Augmented Reality With Neural Configuration Adaptation. Principles and Applications of Adaptive Artificial Intelligence, 2024 [link]
Patent
[P.1] 陈宁，张胜，钱柱中，陆桑璐. 一种针对边缘网络下突发请求的强化学习调度 方案及设备.