Publications
Journal Articles
1.Learn to Recover: Deep Reinforcement Learning for Failure Recovery in Large NetworksYan Lyu, Zhiyu Fan, Hong Ji, Guanyu Gao, Xueyong Xu, Vincent Chau, Weiwei Wu
2.TransferCam: Integrated Object Recognition and Communication via Style Transfer CameraZiwei Liu, Wei Sun, Tao Feng, Yimao Sun, Guanyu Gao, Dingfa Zhang, Yanbing Yang
3.FutureView: Predictive Video Partitioning for Distributed Low-Cost Mobile AR AnalyticsLuting Cao, Yan Lyu, Jin Sun, Zhe Wang, Ran Wang, Guanyu Gao†
4.Energy-Optimal Data Compression and Transmission Under AoI Constraints in IRS-Aided Industrial SystemsWeiwen Zhang, Shifan Huang, Zhihao Xiao, Guanyu Gao†
5.Minimizing Age of Semantic Information for Analytics-Oriented Video Streaming SystemsZiyao Huang, Weiwei Wu, Kui Wu, Guanyu Gao, Jianping Wang
6.Spatial-Temporal Federated Learning for Lifelong Person Re-Identification on Distributed EdgesLei Zhang, Guanyu Gao†, Huaizheng Zhang
7.Towards Cost-Optimal Policies for DAGs to Utilize IaaS Clouds With Online LearningXiaohu Wu, Han Yu, Giuliano Casale, Guanyu Gao†
8.Personalized Federated Reinforcement Learning for Multi-AAV Assisted Edge ComputingJinwei Chai, Zhe Wang, Chuan Ma, Guanyu Gao, Long Shi
9.Learning to Partition: Dynamic Deep Neural Network Model Partitioning for Edge-Assisted Low-Latency Video AnalyticsYan Lyu, Likai Liu, Xuezhi Wang, Zhiyu Fan, Jinchen Wang, Guanyu Gao†
10.EdgeVision: Towards Collaborative Video Analytics on Distributed Edges for Performance MaximizationGuanyu Gao, Yuqi Dong, Ran Wang, Xin Zhou
11.Distributed Energy Trading and Scheduling Among Microgrids via Multiagent Reinforcement LearningGuanyu Gao, Yonggang Wen, Dacheng Tao
12.Robust multi-objective load dispatch in microgrid involving unstable renewable generationRan Wang, Tingli Xu, Hu Xu, Guanyu Gao†, Yang Zhang, Kun Zhu
13.FogChain: A Blockchain-Based Peer-to-Peer Solar Power Trading System Powered by Fog AIGuanyu Gao, Chengru Song, T. G. Thusitha Asela Bandara, Meng Shen, Fan Yang, Wolf Posdorfer, Dacheng Tao, Yonggang Wen
14.Toward Intelligent Multizone Thermal Control With Multiagent Deep Reinforcement LearningJie Li, Wei Zhang, Guanyu Gao, Yonggang Wen, Guangyu Jin, George I. Christopoulos
15.Video transcoding for adaptive bitrate streaming over edge-cloud continuumGuanyu Gao, Yonggang Wen
16.DeepQoE: A Multimodal Learning Framework for Video Quality of Experience (QoE) PredictionHuaizheng Zhang, Linsen Dong, Guanyu Gao, Han Hu, Yonggang Wen, Kyle Guan
17.DeepComfort: Energy-Efficient Thermal Comfort Control in Buildings Via Reinforcement LearningGuanyu Gao, Jie Li, Yonggang Wen
18.Dynamic Priority-Based Resource Provisioning for Video Transcoding With Heterogeneous QoSGuanyu Gao, Yonggang Wen, Cédric Westphal
19.A Framework for Allocating Server Time to Spot and On-Demand Services in Cloud ComputingXiaohu Wu, Francesco De Pellegrini, Guanyu Gao, Giuliano Casale
20.Optimizing Quality of Experience for Adaptive Bitrate Streaming via Viewer Interest InferenceGuanyu Gao, Huaizheng Zhang, Han Hu, Yonggang Wen, Jianfei Cai, Chong Luo, Wenjun Zeng
21.Resource Provisioning and Profit Maximization for Transcoding in Clouds: A Two-Timescale ApproachGuanyu Gao, Han Hu, Yonggang Wen, Cédric Westphal
22.vCache: Supporting Cost-Efficient Adaptive Bitrate StreamingGuanyu Gao, Yonggang Wen, Jianfei Cai
23.Towards Cost-Efficient Video Transcoding in Media Cloud: Insights Learned From User Viewing PatternsGuanyu Gao, Weiwen Zhang, Yonggang Wen, Zhi Wang, Wenwu Zhu
Conference Papers
1.Learning from Human Gaze: Human-like Robot Social Navigation in Dense CrowdsZhecheng Yu, Yan Lyu, Chen Yang, Tao Chen, Yishuang Zhang, Bo Ling, Peng Wang, Guanyu Gao, Weiwei Wu, Brian Y. Lim
2.pFedGAT: Personalized Federated Learning via Learning Dynamic GraphsZiran Zhou, Guanyu Gao†, Xiaohu Wu, Yan Lyu
3.Multi-Edge Reinforced Collaborative Data Acquisition for Continuous Video Analytics by Prioritizing Quality over QuantityLei Zhang, Guanyu Gao†, Haiyan Yin, Huaizheng Zhang
4.Faithful Dynamic Imitation Learning from Human Intervention with Dynamic Regret MinimizationBo Ling, Zhengyu Gan, Wanyuan Wang, Guanyu Gao, Weiwei Wu, Yan Lyu
5.FCLHet: Spatiotemporal Knowledge Continual Learning for Federated Heterogeneous ModelsJinke Zhou, Guanyu Gao†
6.QRALadder: QoE and Resource Consumption-Aware Encoding Ladder Optimization for Live Video StreamingYingqian Zhu, Guanyu Gao†
7.UniStream: Unifying In-Network Video Processing and Caching for Cost-Optimal Edge-Cloud Video StreamingLuting Cao, Guanyu Gao†
8.ASDMR: Adaptive Scheduling of DNN Models and Resources for Collaborative Edge-Cloud Video AnalyticsYanfen Liang, Guanyu Gao†
9.SuperCache: Cost-Optimal Edge-Cloud Video Delivery through Integrated Caching, Super-Resolution, Transcoding, and FetchingLuting Cao, Guanyu Gao†
10.VCA: Tile Visual Contribution-Aware Streaming Adaptation for Volumetric VideoZongzhou Xia, Guanyu Gao†
11.CSVA: Complexity-Driven and Semantic-Aware Video Analytics via Edge-Cloud CollaborationJie Liu, Guanyu Gao†
12.i-Rebalance: Personalized Vehicle Repositioning for Supply Demand BalanceHaoyang Chen, Peiyan Sun, Qiyuan Song, Wanyuan Wang, Weiwei Wu, Wencan Zhang, Guanyu Gao, Yan Lyu
13.SocialGAIL: Faithful Crowd Simulation for Social Robot NavigationBo Ling, Yan Lyu, Dongxiao Li, Guanyu Gao, Yi Shi, Xueyong Xu, Weiwei Wu
14.EdgeCam: A Distributed Camera Operating System for Inference Scheduling and Continuous LearningYuqi Dong, Guanyu Gao†
15.nHAS: Neural-Compensated Hybrid Adaptive Scheduling for Cloud GamingQianyun Gong, Jiapei Xu, Jianxin Shi, Xinjing Yuan, Jingdong Xu, Guanyu Gao, Lingjun Pu
16.Edge-Assisted Joint Rate Adaptation and Quality Enhancement for 360-Degree Video StreamingKunkun Li, Guanyu Gao†, Zhe Wang, Xiaohu Wu
17.Deep Reinforcement Learning for UAV-Assisted Spectrum Sharing Under Partial ObservabilitySigen Zhang, Zhe Wang, Guanyu Gao, Jun Li, Jie Zhang, Ziyan Yin
18.Dynamic DNN model selection and inference off loading for video analytics with edge-cloud collaborationXuezhi Wang, Guanyu Gao†, Xiaohu Wu, Yan Lyu, Weiwei Wu
19.Towards Data-Efficient Continuous Learning for Edge Video Analytics via Smart CachingLei Zhang, Guanyu Gao†, Huaizheng Zhang
20.SmartEye: An Open Source Framework for Real-Time Video Analytics with Edge-Cloud CollaborationXuezhi Wang, Guanyu Gao†
21.Bridging the Web Data and Fine-Grained Visual Recognition via Alleviating Label Noise and Domain MismatchYazhou Yao, Xiansheng Hua, Guanyu Gao, Zeren Sun, Zhibin Li, Jian Zhang
22.Content-Aware Personalised Rate Adaptation for Adaptive Streaming via Deep Video AnalysisGuanyu Gao, Linsen Dong, Huaizheng Zhang, Yonggang Wen, Wenjun Zeng
23.Deepqoe: A Unified Framework for Learning to Predict Video QoEHuaizheng Zhang, Han Hu, Guanyu Gao, Yonggang Wen, Kyle Guan
24.QDLCoding: QoS-differentiated low-cost video encoding scheme for online video serviceGuanyu Gao, Yonggang Wen, Han Hu
25.Dynamic Resource Provisioning with QoS Guarantee for Video Transcoding in Online Video Sharing ServiceGuanyu Gao, Yonggang Wen, Cédric Westphal
26.Morph: A Fast and Scalable Cloud Transcoding SystemGuanyu Gao, Yonggang Wen
27.Resource provisioning and profit maximization for transcoding in Information Centric NetworkingGuanyu Gao, Yonggang Wen, Cédric Westphal
28.Cost-efficient and QoS-aware content management in media cloud: Implementation and evaluationGuanyu Gao, Yonggang Wen, Weiwen Zhang, Han Hu
29.Cost optimal video transcoding in media cloud: Insights from user viewing patternGuanyu Gao, Weiwen Zhang, Yonggang Wen, Zhi Wang, Wenwu Zhu, Yap-Peng Tan