Publications
Conference Papers
Continual Local Training for Better Initialization of Federated Models
2020 IEEE International Conference on Image Processing (ICIP)
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
2020 IEEE International Conference on Computer Communications (INFOCOM)
Federated Learning with Unbiased Gradient Aggregation and Controllable Meta Updating
Xin Yao, Tianchi Huang, Rui-Xiao Zhang, Ruiyu Li, Lifeng Sun
2019 NeurIPS Workshop on Federated Learning for Data Privacy and Confidentiality (FL-NeurIPS 2019)
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
Comyco: A Video Quality-aware Adaptive Bitrate Approach via Imitation Learning
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Xin Yao, Chenglei Wu, Lifeng Sun
The 29th ACM International Conference on Multimedia (ACM MM), 2019
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
The 29th ACM International Conference on Multimedia (ACM MM), 2019
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 and Demos
Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
arXiv preprint arXiv: 1908.05891
Towards Faster and Better Federated Learning: A Feature Fusion Approach
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
2019 IEEE International Conference on Image Processing (ICIP) (Oral)
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
The 29th ACM Workshop on Network and Operating Systems Support for Digital Audio and Video (NOSSDAV), 2019
Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming
Tianchi Huang, Xin Yao, Chenglei Wu, Rui-Xiao Zhang, Zhengyuan Pang, Lifeng Sun
2019 IEEE International Conference on Multimedia and Expo (ICME)
Two-Stream Federated Learning: Reduce the Communication Costs
Xin Yao, Chaofeng Huang, Lifeng Sun
2018 IEEE International Conference on Visual Communications and Image Processing (VCIP)
Journal Articles
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), 2020 (Volume 16, Issue 25)
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), 2020
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)
