Practical Cloud-Edge Scheduling for Large-Scale Crowdsourced Live Streaming
Rui-Xiao Zhang, Changpeng Yang, Xiaochan Wang, Tianchi Huang, Chenglei Wu, Jiangchuan Liu, Lifeng Sun
TPDS
Buffer Awareness Neural Adaptive Video Streaming for Avoiding Extra Buffer Consumption
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
Infocom23
RDladder: Resolution-Duration Ladder for VBR-encoded Videos via Imitation Learning
Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun
Infocom23
Who is the Rising Star? Demystifying the Promising Streamers in Crowdsourced Live Streaming
Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Lifeng Sun
Infocom23
Owl: A Pre-and Post-processing Framework for Video Analytics in Low-light Surroundings
Rui-Xiao Zhang, Chaoyang Li, Chenglei Wu, Tianchi Huang, Lifeng Sun
Infocom23
Optimizing Adaptive Video Streaming with Human Feedback
Tianchi Huang, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
MM23
Concerto: Client-server Orchestration for Real-Time Video Analytics
Chaoyang Li, Rui-Xiao Zhang, Tianchi Huang, Lianchen Jia, Lifeng Sun
MM23
Learning Tailored Adaptive Bitrate Algorithms to Heterogeneous Network Conditions: A Domain-Specific Priors and Meta-Reinforcement Learning Approach
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
IEEE JSAC.
Zwei: A Self-Play Reinforcement Learning Framework for Video Transmission Services
Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
IEEE TMM
Distance-aware Multi-Agent Reinforcement Learning for Task Offloading in MEC Network
Lili Jiang, Lifeng Sun, Wenwu Zhu
HPCC/DSS/SmartCity/DependSys 2022.
ZiXia: A Reinforcement Learning Approach via Adjusted Ranking Reward for Internet Congestion Control
Lianchen Jia, Tianchi Huang, Lifeng Sun
ICC 2022.
AggCast: Practical Cost-effective Scheduling for Large-scale Cloud-edge Crowdsourced Live Streaming
Rui-Xiao Zhang, Changpeng Yang, Xiaochan Wang, Tianchi Huang, Chenglei Wu, Jiangchuan Liu, Lifeng Sun
ACM Multimedia 2022.
Learned Internet Congestion Control for Short Video Uploading
Tianchi Huang, Chao Zhou, Lianchen Jia, Rui-Xiao Zhang, Lifeng Sun
ACM Multimedia 2022.
Federated Knowledge Transfer for Heterogeneous Visual Models
Wenzhe Li, Zirui Zhu, Tianchi Huang, Lifeng Sun, Chun Yuan
MMAsia 2022.
Deadline and Priority-aware Congestion Control for Delay-sensitive Multimedia Streaming
Chao Zhou, Wenjun Wu, Dan Yang, Tianchi Huang, Liang Guo, Bing Yu
ACM Multimedia 2021 Grand Challenge.
Deep Reinforced Bitrate Ladders for Adaptive Video Streaming
Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
NOSSDAV 2021.
Optimized Bitrate Ladders for Adaptive Video Streaming with Deep Reinforcement Learning
Tianchi Huang, Lifeng Sun
SIGCOMM 2020 Conference Posters & Demos.
Leveraging QoE Heterogenity for Large-Scale Livecaset Scheduling
Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Hanyu Li, Jiangchuan Liu, Lifeng Sun
ACM Multimedia 2020.
DeepMPC: A Mixture ABR Approach via Deep Learning and MPC
Tianchi Huang, Lifeng Sun
IEEE International Conference on Image Processing (ICIP) 2020.
Continual Local Training for Better Initialization of Federated Models
Xin Yao, Lifeng Sun
IEEE International Conference on Image Processing (ICIP) 2020. [PDF] [Code]
Self-play Reinforcement Learning for Video Transmission
Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
A Practical Learning-based Approach for Viewer Scheduling in the Crowdsourced Live Streaming
Rui-Xiao Zhang, Tianchi Huang, Ming Ma, Haitian Pang, Xin Yao, Chenglei Wu, Lifeng Sun
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM).
Quality-aware Neural Adaptive Video Streaming with Lifelong Imitation Learning
Tianchi Huang, Chao Zhou, Xin Yao, Rui-Xiao Zhang, Chenglei Wu, Bing Yu, Lifeng Sun
IEEE Journal on Selected Areas in Communications (JSAC).
Stick: A Harmonious Fusion of Buffer-based and Learning-based Approach for Adaptive Streaming
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Xin Yao, Chenglei Wu, Lifeng Sun
INFOCOM 2020.
A Spherical Convolution Approach for Learning Long Term Viewport Prediction in 360 Immersive Video
Chenglei Wu, Rui-Xiao Zhang, Zhi Wang, Lifeng Sun
The Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20). [PDF]
Federated Learning with Unbiased Gradient Aggregation and Controllable Meta Updating
Xin Yao, Tianchi Huang, Rui-Xiao Zhang, Ruiyu Li, Lifeng Sun
NeurIPS 2019 Workshop on Federated Learning for Data Privacy and Confidentiality (FL-NeurIPS 2019). [PDF]
Generalizing Rate Control Strategies for Real-time Video Streaming via Learning from Deep Learning
Tianchi Huang, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Chao Zhou, Bing Yu, Lifeng Sun
ACM Multimedia Asia 2019. [PDF]
Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
arXiv Preprint. [PDF]
Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
Neural Computation 2019 (Volume 31, Issue 11). [Link] [PDF]
Comyco: Quality-aware Adaptive Video Streaming via Imitation Learning
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Xin Yao, Chenglei Wu, Lifeng Sun
ACM International Conference on Multimedia (ACM MM) 2019. [PDF] [Code]
Livesmart: a QoS-Guaranteed Cost-minimum framework of viewer scheduling for Crowdsourced Live streaming
Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Haitian Pang, Xin Yao, Chenglei Wu, Jiangchuan Liu, Lifeng Sun
ACM International Conference on Multimedia (ACM MM) 2019. [PDF]
Being more Effective and Interpretable: Bridging the Gap Between Heuristics and AI for ABR Algorithms
Tianchi Huang, Rui-Xiao Zhang, Xin Yao, Chenglei Wu, Lifeng Sun
ACM SIGCOMM 2019 Conference Posters & Demos. [PDF]
Towards Faster and Better Federated Learning: A Feature Fusion Approach
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
IEEE International Conference on Image Processing (ICIP) 2019. [PDF] [Code]
Enhancing the Crowdsourced Live Streaming: a Deep Reinforcement Learning Approach
Rui-Xiao Zhang, Tianchi Huang, Ming Ma, Haitian Pang, Xin Yao, Chenglei Wu, Lifeng Sun
NOSSDAV 2019. (Best Student Paper) [PDF]
Towards QoS-Aware Cloud Live Transcoding: A Deep Reinforcement Learning Approach
Zhengyuan Pang, Lifeng Sun, Tianchi Huang, Zhi Wang, Shiqiang Yang
IEEE International Conference on Multimedia and Expo (ICME) 2019. [PDF]
Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming
Tianchi Huang, Xin Yao, Chenglei Wu, Rui-Xiao Zhang, Zhengyuan Pang, Lifeng Sun
IEEE International Conference on Multimedia and Expo (ICME) 2019. [PDF] [Code]
Towards Low Latency Multi-viewpoint 360° Interactive Video: A Multimodal Deep Reinforcement Learning Approach
Haitian Pang, Cong Zhang, Fangxin Wang, Jiangchuan Liu, Lifeng Sun
INFOCOM 2019. [PDF]
Reactive Video Caching via long-short-term fusion approach
Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Lifeng Sun
arXiv Preprint. [PDF]
Two-Stream Federated Learning: Reduce the Communication Costs
Xin Yao, Chaofeng Huang, Lifeng Sun
IEEE Visual Communications and Image Processing (VCIP) 2018. [PDF] [Code]
QARC: Video Quality Aware Rate Control for Real-Time Video Streaming based on Deep Reinforcement Learning
Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun
ACM Multimedia 2018. [PDF] [Code]
Optimizing Personalized Interaction Experience in Crowd-Interactive Livecast: A Cloud-Edge Approach
Haitian Pang, Cong Zhang, Fangxin Wang, Han Hu, Zhi Wang, Jiangchuan Liu, Lifeng Sun
ACM Multimedia 2018. [PDF]
Content Harvest Network: Optimizing First Mile for Crowdsourced Live Streaming
Haitian Pang, Zhi Wang, Chen Yan, Qinghua Ding, Kun Yi, Jiangchuan Liu, Lifeng Sun
IEEE Transactions on Circuits and Systems for Video Technology, 2018 (Volume 29, Issue 7). [PDF]
Joint sponsor scheduling in cellular and edge caching networks for mobile video delivery
Lifeng Sun, Haitian Pang, Lin Gao
IEEE Transactions on Multimedia, 2018 (Volume 20, Issue 12). [PDF]
Toward smart and cooperative edge caching for 5g networks: A deep learning based approach
Haitian Pang, Jiangchuan Liu, Xiaoyi Fan, Lifeng Sun
IEEE/ACM 26th International Symposium on Quality of Service (IWQoS) 2018. [PDF]
Competitive analysis of data sponsoring and edge caching for mobile video streaming
Haitian Pang, Lin Gao, Qinghua Ding, Jiangchuan Liu, Lifeng Sun
NOSSDAV 2018. [PDF]
Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network
Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun
NOSSDAV 2018. [PDF]