Postdoctoral Researcher MONET Group at UIUC Email: ruixiao [@] illinois [DOT] edu

About Me

I am a postdoctoral researcher at UIUC MONET Group supervised by Prof. Klara. Prior to that, I was also a postdoctoral researcher at the University of Hong Kong supervised by Prof. Chuan Wu, and the Hong Kong University of Science and Technology supervised by Prof. Bo Li. I also collabrate closely with Prof. Jiangchuan Liu in SFU. I obtained my Ph.D. from the Department of Computer Science and Technology, Tsinghua University, Beijing, China in 2022, advised by Prof. Lifeng Sun. I received my B.E. from the Department of Electronic Engineering, Tsinghua University in 2017.

Research Interests

My research interests mainly include multimedia streaming system optimization, including content delivery, video analytics, and also adaptive video streaming. I focus on investigating real-world video streaming problems and developing algorithms for practical utlization. I am also interested in the optimization for immersive videos (like AR/VR).

Publications

(* indicates equal contribution)

• Enhancing Resource Management of the World's Largest PCDN System for On-Demand Video Streaming
  Rui-Xiao Zhang, Haiping Wang, Shu Shi, Xiaofei Pang, Yajie Peng, Zhichen Xue, Jiangchuan Liu
  To appear in ATC 2024
  [PDF]
  

• Twist: A Multi-site Transmission Solution for On-demand Video Streaming
  Haiping Wang, Rui-Xiao Zhang, Chaojun Li, Zhichen Xue, Yajie Peng, Xiaofei Pang, Yixuan Zhang, Shaorui Ren, Shu Shi
  To appear in CoNEXT 2024
  [PDF]
  

• Adversarial Attacks on Federated-Learned Adaptive Bitrate Algorithms
  Rui-Xiao Zhang*, Tianchi Huang*
  AAAI 2024
  [PDF]
  

• Optimizing Adaptive Video Streaming with Human Feedback
  Tianchi Huang*, Rui-Xiao Zhang*
  ACM Multimedia 2023
  [PDF]
  

• Concerto: Client-server Orchestration for Real-Time Video Analytics
  Chaoyang Li*, Rui-Xiao Zhang*, Tianchi Huang, Lianchen Jia, Lifeng Sun
  Preprint
  [PDF]
  

• TwinStar: A Practical Multi-path Transmission Framework for Ultra-Low Latency Video Delivery
  Haiping Wang, Zhenhua Yu, Rui-Xiao Zhang, Sipin Tao, Hebin Yu, Shu Shi
  ACM Multimedia 2023
  [PDF]
  

• 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
  INFOCOM 2023
  [PDF]
  

• Who is the Rising Star? Demystifying the Promising Streamers in Crowdsourced Live Streaming
  Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Lifeng Sun
  INFOCOM 2023
  [PDF]
  

• Buffer Awareness Neural Adaptive Video Streaming for Avoiding Extra Buffer Consumption
  Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
  INFOCOM 2023
  [PDF]
  

• 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
  IEEE Transactions on Parallel and Distributed Systems (TPDS)
  [PDF]
  

• 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
  Oral (Top 5%)
  [PDF]
  

• Learned Internet Congestion Control for Short Video Uploading
  Tianchi Huang, Chao Zhou, Lianchen Jia, Rui-Xiao Zhang, Lifeng Sun
  ACM Multimedia 2022
  [PDF]
  

• 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 Journal on Selected Areas in Communications (JSAC)
  [PDF]
  

• Deep reinforced bitrate ladders for adaptive video streaming
  Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
  NOSSDAV 2022
  [PDF]
  

• Zwei: A self-play reinforcement learning framework for video transmission services
  Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
  IEEE Transactions on Multimedia (TMM)
  [PDF]
  

• A Long-Short-Term Fusion Approach for Video Cache
  Rui-Xiao Zhang, Tianchi Huang, Lifeng Sun
  GLOBECOM 2020
  [PDF]
  

• QoE-aware Live Streaming Scheduling at Scale
  Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Hanyu Li, Jiangchuan Liu, Lifeng Sun
  ACM Multimedia, 2020
  [PDF]
  

• Stick: A harmonious fusion of buffer-based and learning-based approach for adaptive streaming
  Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Lifeng Sun
  INFOCOM 2020
  [PDF]

• A spherical convolution approach for learning long term viewport prediction in 360 immersive video
  Chenglei Wu, Rui-Xiao Zhang, Zhi Wang, Lifeng Sun
  AAAI 2020
  [PDF]

• A practical learning-based approach for viewer scheduling in the crowdsourced live streaming
  Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Haitian Pang, Xin Yao, Chenglei Wu, Lifeng Sun
  ACM TOMM (Invited Paper)
  [PDF]

• Self-play reinforcement learning for video transmission
  Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
  NOSSDAV 2020
  [PDF]
  

• 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
  JSAC
  [PDF]
  

• Generalizing rate control strategies for realtime video streaming via learning from deep learning
  Tianchi Huang, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Chao Zhou, Bing Yu, Lifeng Sun
  MM Asia 2019
  [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
  [PDF]
  

• Federated learning with unbiased gradient aggregation and controllable meta updating
  Xin Yao, Tianchi Huang, Rui-Xiao Zhang, Ruiyu Li, Lifeng Sun
  Preprint
  [PDF]
  

• Comyco: Quality-aware adaptive video streaming via imitation learning
  Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Lifeng Sun
  ACM Multimedia 2019
  [PDF]
  

• 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 Multimedia 2019
  [PDF]
  

• Towards faster and better federated learning: A feature fusion approach
  Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
  ICIP 2019
  [PDF]
  

• Toward edge-assisted video content intelligent caching with long short-term memory learning
  Cong Zhang, Haitian Pang, Jiangchuan Liu, Shizhi Tang, Rui-xiao Zhang, Dan Wang, Lifeng Sun
  IEEE access
  [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
  SIGCOMM 2019 (POSTER)
  [PDF]
  

• Federated learning with additional mechanisms on clients to reduce communication costs
  Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
  Preprint
  [PDF]
  

• 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]
  

• 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]
  

• 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]
  

Professional Activities

• PC member/Reviewer:

  • ACM Multimedia, 2023, 2024
  • AAAI 2021
  • IJCAI 2021, 2022
  • IEEE Transactions on Parallel and Distributed Systems (TPDS)
  • IEEE Transactions on Multimedia (TMM)
  • IEEE Journal on Selected Areas in Communications (JSAC)
  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)