Tianchi Huang Ph.D R&D, Sony Group Corporation mythkast@hotmail.com

About Me

I joined Sony@Tokyo in October 2023. Before that, I held a Ph.D. degree from the Department of Computer Science and Technology at Tsinghua University, where I was advised by Prof. Lifeng Sun . My research has centered on multimedia network streaming, which encompasses topics such as adaptive video streaming, real-time streaming, congestion control, and federated learning.

Publications

Conference Papers

• Meet challenges of RTT Jitter, A Hybrid Internet Congestion Control Algorithm
  Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun
  To appear: WWW 2024.
  
• Adversarial Attacks on Federated-Learned Adaptive Bitrate Algorithms
  Rui-Xiao Zhang*, Tianchi Huang*
  AAAI 2024.
  
• Dancing with Shackles, Meet the Challenge of Industrial Adaptive Streaming via Offline Reinforcement Learning
  Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun
  To appear: INFOCOM 2024.
  
• Optimizing Adaptive Video Streaming with Human Feedback
  Tianchi Huang*, Rui-Xiao Zhang*, Chenglei Wu, Lifeng Sun
  ACM Multimedia 2023.
  
• Concerto: Client-server Orchestration for Real-Time Video Analytics
  Chaoyang Li*, Ruixiao Zhang*, Tianchi Huang, Lianchen Jia, Lifeng Sun
  ACM Multimedia 2023.
  
• Buffer Awareness Neural Adaptive Video Streaming for Avoiding Extra Buffer Consumption
  Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
  INFOCOM 2023.
  
• RDladder: Resolution-Duration Ladder for VBR-encoded Videos via Imitation Learning
  Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun
  INFOCOM 2023.
  
• Enhancing Video Analytics in Low-light Surroundings with Pre-and Post-processing
  Rui-Xiao Zhang, Chaoyang Li, Chenglei Wu, Tianchi Huang, Lifeng Sun
  INFOCOM 2023.
  
• Who is the Rising Star? Demystifying the Promising Streamers in Crowdsourced Live Streaming
  Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Lifeng Sun
  INFOCOM 2023.
  
• Federated Knowledge Transfer for Heterogeneous Visual Models
  Wenzhe Li, Zirui Zhu, Tianchi Huang, Lifeng Sun
  ACM Multimedia Asia 2022. Best Paper Honorable Mention
  
• Learned Internet Congestion Control for Short Video Uploading
  Tianchi Huang, Chao Zhou, Lianchen Jia, Ruixiao Zhang, Lifeng Sun
  ACM Multimedia 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.
  
• ZiXia: A Reinforcement Learning Approach via Adjusted Ranking Reward for Internet Congestion Control
  Lianchen Jia, Tianchi Huang, Lifeng Sun
  ICC 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.(1st Place)
  
• Deep Reinforced Bitrate Ladders for Adaptive Video Streaming
  Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
  NOSSDAV 2021.
  
• A Long-Short-Term Fusion Approach For Video Cache
  Rui-Xiao Zhang, Tianchi Huang, Lifeng Sun
  2020 IEEE Global Communications Conference (GLOBECOM 2020).
  
• Leveraging QoE Heterogenity for Large-Scale Livecast Scheduling
  Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Hanyu Li, Jiangchuan Liu, Lifeng Sun
  ACM Multimedia 2020.
  
• Optimized Bitrate Ladders for Adaptive Video Streaming with Deep Reinforcement Learning
  Tianchi Huang, Lifeng Sun
  SIGCOMM 2020 Posters & Demos.
  
• DeepMPC: A Mixture ABR Approach via Deep Learning and MPC
  Tianchi Huang, Lifeng Sun
  ICIP 2020.
  
• Self-play Reinforcement Learning for Video Transmission
  Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
  NOSSDAV 2020.
  
• 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.
  
• 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).
  
• 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.
  
• Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs
  Xin Yao, Tianchi Huang, Chenglei Wu, Rui-xiao Zhang, Lifeng Sun
  arXiv Preprint.
  
• Comyco: Quality-aware Adaptive Video Streaming via Imitation Learning
  Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Xin Yao, Chenglei Wu, Lifeng Sun
  ACM Multimedia 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
  ACM Multimedia 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
  SIGCOMM 2019 Posters & Demos.
  
• Reactive Video Caching via long-short-term fusion approach
  Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Xin Yao, Lifeng Sun
  Conference version: A Long-Short-Term Fusion Approach For Video Cache (GLOBECOM'20).
  arXiv Preprint.
  
• Towards Faster and Better Federated Learning: A Feature Fusion Approach
  Xin Yao, Tianchi Huang, Chenglei Wu, Zhang, Lifeng Sun
  ICIP 2019.
  
• 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)
  
• Towards QoS-Aware Cloud Live Transcoding: A Deep Reinforcement Learning Approach
  Zhengyuan Pang, Lifeng Sun, Tianchi Huang, Zhi Wang, Shiqiang Yang
  ICME 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
  ICME 2019.
  Tiyuntsong (梯云纵): In memory of Jin Yong (1924-2018).
  
• 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.
  
• Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network
  Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun
  NOSSDAV 2018.
  

Journal Articles

• Reducing Traffic Wastage in Video Streaming via Bandwidth-Efficient Bitrate Adaptation
  Hairong Su, Shibo Wang, Shusen Yang, Tianchi Huang, Xuebin Ren
  IEEE Transactions on Mobile Computing.
  
• 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.
  
• 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).
  
• Zwei: A self-play Reinforcement Learning Framework for Video Transmission Services
  Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
  IEEE Transactions on Multimedia (TMM).
  
• 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).
  
• Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning
  Xin Yao, Tianchi Huang, Chenglei Wu, Ruixiao Zhang, Lifeng Sun
  Neural Computation.
  

Awards

• National Scholarship, 2018, 2020.
• Ren Ren Dai Scholarship, 2021.
• Huawei Scholarship, 2022.

Teaching

• TA for Streaming Media Technology, Tsinghua University, Fall 2021.
• TA for Streaming Media Technology, Tsinghua University, Fall 2020.
• TA for Multimedia Computing, Tsinghua University, Spring 2020.
• TA for Streaming Media Technology, Tsinghua University, Fall 2019.
• TA for Streaming Media Technology, Tsinghua University, Fall 2017.

Community Services

• Organization Chair:
  ACM MMSys 2024
• Area Chair:
  ACM Multimedia 2024
• Reviewer:
  IEEE Journal on Selected Areas in Communications (JSAC),
  Transactions on Mobile Computing (TMC),
  IEEE Open Journal of Signal Processing,
  IEEE Transactions on Vehicular Technology (TVT),
  IEEE Transactions on Multimedia (TMM),
  IEEE Transactions on Circuits and Systems for Video Technology (TSCVT),
  The IEEE International Conference on Multimedia & Expo (ICME),
  ACM Multimedia 2023,
  IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP),
  Wireless Networks,
  Multimedia Systems.
• Program Committee:
  FL-IJCAI'20