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2025

Multiplexing Dynamic Deep Learning Workloads with SLO-awareness in GPU ClustersWenyan Chen 0001, Chengzhi Lu, Huanle Xu, Kejiang Ye, Chengzhong Xu 0001. eurosys 2025: 589-604 [doi]

Grad: Intelligent Microservice Scaling by Harnessing Resource FungibilityLiao Chen, Chenyu Lin, Shutian Luo, Huanle Xu, Chengzhong Xu 0001. hpca 2025: 474-486 [doi]

A fully value distributional deep reinforcement learning framework for multi-agent cooperationMingsheng Fu, Liwei Huang, Fan Li, Hong Qu, Chengzhong Xu 0001. NN, 184:107035, 2025. [doi]

Robotic Sensor Network: Achieving Mutual Communication Control Assistance With Fast Cross-Layer OptimizationZhiyou Ji, Yujie Wan, Guoliang Li, Shuai Wang 0004, Kejiang Ye, Derrick Wing Kwan Ng, Chengzhong Xu 0001. wcl, 14(2):385-389, February 2025. [doi]

Embracing Imbalance: Dynamic Load Shifting among Microservice Containers in Shared ClustersShutian Luo, Jianxiong Liao, Chenyu Lin, Huanle Xu, Zhi Zhou, Chengzhong Xu 0001. asplos 2025: 309-324 [doi]

WAKE: Towards Robust and Physically Feasible Trajectory Prediction for Autonomous Vehicles With WAvelet and KinEmatics SynergyChengyue Wang, Haicheng Liao, Zhenning Li, Chengzhong Xu 0001. pami, 47(4):3126-3140, April 2025. [doi]

2024

Deep Active Learning with Noise StabilityXingjian Li 0002, Pengkun Yang, Yangcheng Gu, Xueying Zhan, Tianyang Wang, Min Xu 0009, Chengzhong Xu 0001. AAAI 2024: 13655-13663 [doi]

Learning Disentangled Representation for One-Shot Progressive Face SwappingQi Li 0005, Weining Wang 0001, Chengzhong Xu 0001, Zhenan Sun, Ming-Hsuan Yang 0001. pami, 46(12):8348-8364, December 2024. [doi]

DRPC: Distributed Reinforcement Learning Approach for Scalable Resource Provisioning in Container-Based ClustersHaoyu Bai, Minxian Xu, Kejiang Ye, Rajkumar Buyya, Chengzhong Xu 0001. tsc, 17(6):3473-3484, November - December 2024. [doi]

Optimizing Dynamic Data Center Provisioning through Speed Scaling: A Primal-Dual PerspectiveXiaosong Chen, Huanle Xu, Chengzhong Xu 0001. spaa 2024: 89-100 [doi]

Derm: SLA-aware Resource Management for Highly Dynamic MicroservicesLiao Chen, Shutian Luo, Chenyu Lin, Zizhao Mo, Huanle Xu, Kejiang Ye, Chengzhong Xu 0001. isca 2024: 424-436 [doi]

Night-Rider: Nocturnal Vision-aided Localization in Streetlight Maps Using Invariant Extended Kalman FilteringTianxiao Gao, Mingle Zhao, Chengzhong Xu 0001, Hui Kong 0001. icra 2024: 10238-10244 [doi]

GSB: Group superposition binarization for vision transformer with limited training samplesTian Gao, Chengzhong Xu 0001, Le Zhang, Hui Kong 0001. NN, 172:106133, 2024. [doi]

DINGO: Towards Diverse and Fine-Grained Instruction-Following EvaluationZihui Gu, Xingwu Sun, Fengzong Lian, Zhanhui Kang, Chengzhong Xu 0001, Ju Fan. AAAI 2024: 18108-18116 [doi]

Prior Metadata-Driven RAW Reconstruction: Eliminating the Need for Per-Image MetadataWencheng Han, Chen Zhang, Yang Zhou, Wentao Liu 0002, Chen Qian 0006, Chengzhong Xu 0001, Jianbing Shen. mm 2024: 6279-6287 [doi]

A Distributional Perspective on Multiagent Cooperation With Deep Reinforcement LearningLiwei Huang, Mingsheng Fu, Ananya Rao, Athirai A. Irissappane, Jie Zhang 0002, Chengzhong Xu 0001. tnn, 35(3):4246-4259, March 2024. [doi]

DI-V2X: Learning Domain-Invariant Representation for Vehicle-Infrastructure Collaborative 3D Object DetectionXiang Li, Junbo Yin, Wei Li, Chengzhong Xu 0001, Ruigang Yang, Jianbing Shen. AAAI 2024: 3208-3215 [doi]

Impartial Adversarial Distillation: Addressing Biased Data-Free Knowledge Distillation via Adaptive Constrained OptimizationDongping Liao, Xitong Gao, Chengzhong Xu 0001. AAAI 2024: 3342-3350 [doi]

CRASH: Crash Recognition and Anticipation System Harnessing with Context-Aware and Temporal Focus AttentionsHaicheng Liao, Haoyu Sun, Huanming Shen, Chengyue Wang, Chunlin Tian, Kahou Tam, Li Li 0064, Chengzhong Xu 0001, Zhenning Li. mm 2024: 11041-11050 [doi]

Physics-Informed Trajectory Prediction for Autonomous Driving under Missing ObservationHaicheng Liao, Chengyue Wang, Zhenning Li, Yongkang Li, Bonan Wang, Guofa Li, Chengzhong Xu 0001. IJCAI 2024: 6841-6849 [doi]

When, Where, and What? A Benchmark for Accident Anticipation and Localization with Large Language ModelsHaicheng Liao, Yongkang Li, Chengyue Wang, Yanchen Guan, Kahou Tam, Chunlin Tian, Li Li 0064, Chengzhong Xu 0001, Zhenning Li. mm 2024: 8-17 [doi]

BAT: Behavior-Aware Human-Like Trajectory Prediction for Autonomous DrivingHaicheng Liao, Zhenning Li, Huanming Shen, Wenxuan Zeng, Dongping Liao, Guofa Li, Chengzhong Xu 0001. AAAI 2024: 10332-10340 [doi]

MFTraj: Map-Free, Behavior-Driven Trajectory Prediction for Autonomous DrivingHaicheng Liao, Zhenning Li, Chengyue Wang, Huanming Shen, Dongping Liao, Bonan Wang, Guofa Li, Chengzhong Xu 0001. IJCAI 2024: 5945-5953 [doi]

Human Observation-Inspired Trajectory Prediction for Autonomous Driving in Mixed-Autonomy Traffic EnvironmentsHaicheng Liao, Shangqian Liu, Yongkang Li, Zhenning Li, Chengyue Wang, Yunjian Li, Shengbo Eben Li, Chengzhong Xu 0001. icra 2024: 14212-14219 [doi]

A Cognitive-Based Trajectory Prediction Approach for Autonomous DrivingHaicheng Liao, Yongkang Li, Zhenning Li, Chengyue Wang, Zhiyong Cui, Shengbo Eben Li, Chengzhong Xu 0001. tiv, 9(4):4632-4643, April 2024. [doi]

Planck: Optimizing LLM Inference Performance in Pipeline Parallelism with Fine-Grained SLO ConstraintYanying Lin, Shijie Peng, Shuaipeng Wu, Yanbo Li, Chengzhi Lu, Chengzhong Xu 0001, Kejiang Ye. icws 2024: 1306-1313 [doi]

SMIless: Serving DAG-based Inference with Dynamic Invocations under Serverless ComputingChengzhi Lu, Huanle Xu, Yudan Li, Wenyan Chen 0001, Kejiang Ye, Chengzhong Xu 0001. sc 2024: 38 [doi]

FedMG: A Federated Multi-Global Optimization Framework for Autonomous Driving ControlJialiang Ma, Chunlin Tian, Li Li 0064, Chengzhong Xu 0001. iwqos 2024: 1-10 [doi]

Heet: Accelerating Elastic Training in Heterogeneous Deep Learning ClustersZizhao Mo, Huanle Xu, Chengzhong Xu 0001. asplos 2024: 499-513 [doi]

Expeditious High-Concurrency MicroVM SnapStart in Persistent Memory with an Augmented HypervisorXingguo Pang, Yanze Zhang, Liu Liu, Dazhao Cheng, Chengzhong Xu 0001, Xiaobo Zhou 0002. usenix 2024: 985-998 [doi]

LightVLP: A Lightweight Vision-Language Pre-training via Gated Interactive Masked AutoEncodersXingwu Sun, Zhen Yang, Ruobing Xie, Fengzong Lian, Zhanhui Kang, Chengzhong Xu 0001. COLING 2024: 10499-10510 [doi]

STRmt: A state transition based model for real-time crowd counting in a metro systemLi Sun, Juanjuan Zhao, Jun Zhang, Fan Zhang 0019, Kejiang Ye, Chengzhong Xu 0001. concurrency, 36(14), June 2024. [doi]

FedHybrid: Breaking the Memory Wall of Federated Learning via Hybrid Tensor ManagementKahou Tam, Chunlin Tian, Li Li 0064, Haikai Zhao, Chengzhong Xu 0001. sensys 2024: 394-408 [doi]

PFed-DBA: Distribution Bias Aware Personalized Federated Learning for Data HeterogeneityMeihan Wu, Li Li 0064, Tao Chang, Jie Zhou, Eric Rigall, Cui Miao, Xiaodong Wang 0002, Chengzhong Xu 0001. iwqos 2024: 1-6 [doi]

MLPing: Real-Time Proactive Fault Detection and Alarm for Large-Scale Distributed IDC NetworkXian Yu, Kejiang Ye, Dongbiao He, Xianfan Chen, Chengzhong Xu 0001, Jianhui Li, Gaogang Xie. icdcs 2024: 913-924 [doi]

Multi-Uncertainty Aware Autonomous Cooperative PlanningShiyao Zhang, He Li, Shengyu Zhang, Shuai Wang 0004, Derrick Wing Kwan Ng, Chengzhong Xu 0001. iros 2024: 1018-1025 [doi]

2023

Interpretable prediction of 3-year all-cause mortality in patients with chronic heart failure based on machine learningChengzhong Xu 0001, Hongxia Li, Jianping Yang, Yunzhu Peng, Hongyan Cai, Jing Zhou, Wenyi Gu, Lixing Chen. midm, 23(1):267, December 2023. [doi]

Semi-supervised transfer learning with hierarchical self-regularizationXingjian Li 0002, Abulikemu Abuduweili, Humphrey Shi, Pengkun Yang, Dejing Dou, Haoyi Xiong, Chengzhong Xu 0001. PR, 144:109831, December 2023. [doi]

Cost-Driven Data Caching in Edge-Based Content Delivery NetworksYang Wang 0006, Hao Dai, Xinxin Han, Pengfei Wang, Yong Zhang 0001, Chengzhong Xu 0001. tmc, 22(3):1384-1400, March 2023. [doi]

Interference-aware Multiplexing for Deep Learning in GPU Clusters: A Middleware ApproachWenyan Chen, Zizhao Mo, Huanle Xu, Kejiang Ye, Chengzhong Xu 0001. sc 2023: [doi]

Flash: Joint Flow Scheduling and Congestion Control in Data Center NetworksChengxi Gao, Shuhui Chu, Hong Xu 0001, Minxian Xu, Kejiang Ye, Chengzhong Xu 0001. tcc, 11(1):1038-1049, January - March 2023. [doi]

LiDAR-SGMOS: Semantics-Guided Moving Object Segmentation with 3D LiDARShuo Gu, Suling Yao, Jian Yang, Chengzhong Xu 0001, Hui Kong 0001. iros 2023: 70-75 [doi]

Adaptive Channel Sparsity for Federated Learning under System HeterogeneityDongping Liao, Xitong Gao, Yiren Zhao, Chengzhong Xu 0001. cvpr 2023: 20432-20441 [doi]

Understanding and Optimizing Workloads for Unified Resource Management in Large Cloud PlatformsChengzhi Lu, Huanle Xu, Kejiang Ye, Guoyao Xu, Liping Zhang, Guodong Yang, Chengzhong Xu 0001. eurosys 2023: 416-432 [doi]

Erms: Efficient Resource Management for Shared Microservices with SLA GuaranteesShutian Luo, Huanle Xu, Kejiang Ye, Guoyao Xu, Liping Zhang, Jian He, Guodong Yang, Chengzhong Xu 0001. asplos 2022: 62-77 [doi]

HCPerf: Driving Performance-Directed Hierarchical Coordination for Autonomous VehiclesJialiang Ma, Li Li 0064, Zejiang Wang, Jun Wang, Chengzhong Xu 0001. icdcs 2023: 487-498 [doi]

Concave-Hull Induced Graph-Gain for Fast and Robust Robotic ExplorationZezhou Sun, Banghe Wu, Chengzhong Xu 0001, Hui Kong. ral, 8(9):5528-5535, September 2023. [doi]

FedCoop: Cooperative Federated Learning for Noisy LabelsKahou Tam, Li Li 0064, Yan Zhao, Chengzhong Xu 0001. ecai 2023: 2298-2306 [doi]

Toward Efficient Automated Feature EngineeringKafeng Wang, Pengyang Wang, Chengzhong Xu 0001. icde 2023: 1625-1637 [doi]

Model-Free λ-Policy Iteration for Discrete-Time Linear Quadratic RegulationYongliang Yang, Bahare Kiumarsi, Hamidreza Modares, Chengzhong Xu 0001. tnn, 34(2):635-649, February 2023. [doi]

Let It Go: Relieving Garbage Collection Pain for Latency Critical Applications in GolangJunxian Zhao, Xiaobo Zhou 0002, Sang-Yoon Chang, Chengzhong Xu 0001. hpdc 2023: 169-180 [doi]

2022

Deadlock Avoidance Algorithms for Recursion-Tree Modeled Requests in Parallel ExecutionsYang Wang 0006, Min Li, Hao Dai, Kenneth B. Kent, Kejiang Ye, Chengzhong Xu 0001. TC, 71(9):2073-2087, 2022. [doi]

Efficient Multi-Channel Computation Offloading for Mobile Edge Computing: A Game-Theoretic ApproachShuhui Chu, Zhiyi Fang, Shinan Song, Zhanyang Zhang, Chengxi Gao, Chengzhong Xu 0001. tcc, 10(3):1738-1750, 2022. [doi]

Osprey: a heterogeneous search framework for spatial-temporal similarityHao Dai, Yang Wang 0006, Chengzhong Xu 0001. computing, 104(9):1949-1975, 2022. [doi]

Towards scalable and efficient Deep-RL in edge computing: A game-based partition approachHao Dai, Jiashu Wu, Yang Wang 0006, Chengzhong Xu 0001. jpdc, 168:108-119, 2022. [doi]

Learning Moving-Object Tracking with FMCW LiDARYi Gu, Hongzhi Cheng, Kafeng Wang, Dejing Dou, Chengzhong Xu 0001, Hui Kong. iros 2022: 3747-3753 [doi]

HiTPR: Hierarchical Transformer for Place Recognition in Point CloudZhixing Hou, Yan Yan, Chengzhong Xu 0001, Hui Kong. icra 2022: 2612-2618 [doi]

Ordis: A Dynamic Order-Dispatch Algorithm for Ridehailing and Ridesharing in a Large RegionMing Jin, Juanjuan Zhao, Yang Wang 0006, Chengzhong Xu 0001. ica3pp 2023: 737-751 [doi]

The power of prediction: microservice auto scaling via workload learningShutian Luo, Huanle Xu, Kejiang Ye, Guoyao Xu, Liping Zhang, Guodong Yang, Chengzhong Xu 0001. CLOUD 2022: 355-369 [doi]

Holmes: SMT Interference Diagnosis and CPU Scheduling for Job Co-locationAidi Pi, Xiaobo Zhou 0002, Chengzhong Xu 0001. hpdc 2022: 110-121 [doi]

TrafficAdaptor: an adaptive obfuscation strategy for vehicle location privacy against traffic flow aware attacksChenxi Qiu, Li Yan 0004, Anna Cinzia Squicciarini, Juanjuan Zhao, Chengzhong Xu 0001, Primal Pappachan. gis 2022: [doi]

Distributed Data-Sharing Consensus in Cooperative Perception of Autonomous VehiclesChenxi Qiu, Sourabh Yadav, Anna Cinzia Squicciarini, Qing Yang 0003, Song Fu, Juanjuan Zhao, Chengzhong Xu 0001. icdcs 2022: 1212-1222 [doi]

An Anchor-based Relative Position Embedding Method for Cross-Modal TasksYa Wang, Xingwu Sun, Fengzong Lian, Zhanhui Kang, Chengzhong Xu 0001. emnlp 2022: 5401-5413 [doi]

PDMA: Probabilistic service migration approach for delay-aware and mobility-aware mobile edge computingMinxian Xu, Qiheng Zhou, Huaming Wu, Weiwei Lin, Kejiang Ye, Chengzhong Xu 0001. SPE, 52(2):394-414, 2022. [doi]

esDNN: Deep Neural Network Based Multivariate Workload Prediction in Cloud Computing EnvironmentsMinxian Xu, Chenghao Song, Huaming Wu, Sukhpal Singh Gill, Kejiang Ye, Chengzhong Xu 0001. ACM Trans. Internet Techn., 22(3), 2022. [doi]

Improving Concurrent GC for Latency Critical Services in Multi-tenant SystemsJunxian Zhao, Aidi Pi, Xiaobo Zhou 0002, Sang-Yoon Chang, Chengzhong Xu 0001. middleware 2022: 43-55 [doi]

2021

A general elimination strategy for camera motion estimationYaqing Ding, Yingna Su, Chengzhong Xu 0001, Jian Yang, Hui Kong. icra 2021: 9333-9339 [doi]

FIFL: A Fair Incentive Mechanism for Federated LearningLiang Gao, Li Li, Yingwen Chen, Wenli Zheng, Chengzhong Xu 0001, Ming Xu. icpp 2021: [doi]

CrackFormer: Transformer Network for Fine-Grained Crack DetectionHuajun Liu, Xiangyu Miao, Christoph Mertz, Chengzhong Xu 0001, Hui Kong. iccv 2021: 3763-3772 [doi]

AucSwap: A Vickrey auction modeled decentralized cross-blockchain asset transfer protocolWeiwei Liu, Huaming Wu, Tianhui Meng, Rui Wang, Yang Wang 0006, Chengzhong Xu 0001. jsa, 117:102102, 2021. [doi]

Characterizing Microservice Dependency and Performance: Alibaba Trace AnalysisShutian Luo, Huanle Xu, Chengzhi Lu, Kejiang Ye, Guoyao Xu, Liping Zhang, Yu Ding, Jian He, Chengzhong Xu 0001. CLOUD 2021: 412-426 [doi]

Green-Aware Mobile Edge Computing for IoT: Challenges, Solutions and Future DirectionsMinxian Xu, Chengxi Gao, Shashikant Ilager, Huaming Wu, Chengzhong Xu 0001, Rajkumar Buyya. In Mobile Edge Computing. pages 145-164, 2021. [doi]

Sova: A Software-Defined Autonomic Framework for Virtual Network AllocationsZhiyong Ye, Yang Wang 0006, Shuibing He, Chengzhong Xu 0001, Xian-He Sun. tpds, 32(1):116-130, 2021. [doi]

2020

MobiCharger: Optimal Scheduling for Cooperative EV-to-EV Dynamic Wireless ChargingLi Yan 0004, Haiying Shen, Liuwang Kang, Juanjuan Zhao, Chengzhong Xu 0001. icdcs 2020: 1193-1194 [doi]

CD-Guide: A Reinforcement Learning based Dispatching and Charging Approach for Electric TaxicabsLi Yan 0004, Haiying Shen, Liuwang Kang, Juanjuan Zhao, Chengzhong Xu 0001. mass 2020: 193-201 [doi]

Reinforcement Learning based Scheduling for Cooperative EV-to-EV Dynamic Wireless ChargingLi Yan 0004, Haiying Shen, Liuwang Kang, Juanjuan Zhao, Chengzhong Xu 0001. mass 2020: 401-409 [doi]

Algorithmics of Cost-Driven Computation Offloading in the Edge-Cloud EnvironmentMingzhe Du, Yang Wang 0006, Kejiang Ye, Chengzhong Xu 0001. TC, 69(10):1519-1532, 2020. [doi]

FastThetaJoin: An Optimization on Multi-way Data Stream θ-join with Range ConstraintsZiyue Hu, Xiaopeng Fan, Yang Wang, Chengzhong Xu 0001. ica3pp 2020: 174-189 [doi]

FLSim: An Extensible and Reusable Simulation Framework for Federated LearningLi Li, Jun Wang, Chengzhong Xu 0001. simutools 2021: 350-369 [doi]

Towards Elastic Data Warehousing by Decoupling Data Management and ComputationZhi Liu, Haowen Wu, Tongxin Bai, Yang Wang 0006, Chengzhong Xu 0001. iccbdc 2020: 52-57 [doi]

SMig-RL: An Evolutionary Migration Framework for Cloud Services Based on Deep Reinforcement LearningHongshuai Ren, Yang Wang, Chengzhong Xu 0001, Xi Chen. ACM Trans. Internet Techn., 20(4), 2020. [doi]

HySync: Hybrid Federated Learning with Effective SynchronizationGuomei Shi, Li Li, Jun Wang, Wenyan Chen, Kejiang Ye, Chengzhong Xu 0001. hpcc 2020: 628-633 [doi]

Multi-Graph Convolutional Network for Relationship-Driven Stock Movement PredictionJiexia Ye, Juanjuan Zhao, Kejiang Ye, Chengzhong Xu 0001. icpr 2021: 6702-6709 [doi]

Multi-STGCnet: A Graph Convolution Based Spatial-Temporal Framework for Subway Passenger Flow ForecastingJiexia Ye, Juanjuan Zhao, Kejiang Ye, Chengzhong Xu 0001. ijcnn 2020: 1-8 [doi]

Energy Efficient Algorithms based on VM Consolidation for Cloud Computing: Comparisons and EvaluationsQiheng Zhou, Minxian Xu, Sukhpal Singh Gill, Chengxi Gao, Wenhong Tian, Chengzhong Xu 0001, Rajkumar Buyya. ccgrid 2020: 489-498 [doi]

1997

Load balancing in parallel computers - theory and practiceChengzhong Xu 0001, Francis C. M. Lau 0001. Volume 381 of The Kluwer international series in engineering and computer science, Kluwer, 1997.

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