Tianchi Huang

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 46

Top Topics

Reinforcement Learning

Video Streaming

Congestion Control

Top Venues

Publications

Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun
Meet Challenges of RTT Jitter, A Hybrid Internet Congestion Control Algorithm. WWW (2024)
Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun
Dancing with Shackles, Meet the Challenge of Industrial Adaptive Streaming via Offline Reinforcement Learning. INFOCOM (2024)
Rui-Xiao Zhang, Tianchi Huang
Adversarial Attacks on Federated-Learned Adaptive Bitrate Algorithms. AAAI (2024)
Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun
RDladder: Resolution-Duration Ladder for VBR-encoded Videos via Imitation Learning. INFOCOM (2023)
Chaoyang Li, Rui-Xiao Zhang, Tianchi Huang, Lianchen Jia, Lifeng Sun
Concerto: Client-server Orchestration for Real-Time Video Analytics. ACM Multimedia (2023)
Tianchi Huang, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
Optimizing Adaptive Video Streaming with Human Feedback. ACM Multimedia (2023)
Rui-Xiao Zhang, Changpeng Yang, Xiaochan Wang, Tianchi Huang, Chenglei Wu, Jiangchuan Liu, Lifeng Sun
Practical Cloud-Edge Scheduling for Large-Scale Crowdsourced Live Streaming. IEEE Trans. Parallel Distributed Syst. 34 (7) (2023)
Rui-Xiao Zhang, Chaoyang Li, Chenglei Wu, Tianchi Huang, Lifeng Sun
Owl: A Pre-and Post-processing Framework for Video Analytics in Low-light Surroundings. INFOCOM (2023)
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
Buffer Awareness Neural Adaptive Video Streaming for Avoiding Extra Buffer Consumption. INFOCOM (2023)
Tianchi Huang, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
Optimizing Adaptive Video Streaming with Human Feedback. CoRR (2023)
Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Lifeng Sun
Who is the Rising Star? Demystifying the Promising Streamers in Crowdsourced Live Streaming. INFOCOM (2023)
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun
Learning Tailored Adaptive Bitrate Algorithms to Heterogeneous Network Conditions: A Domain-Specific Priors and Meta-Reinforcement Learning Approach. IEEE J. Sel. Areas Commun. 40 (8) (2022)
Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
Zwei: A Self-Play Reinforcement Learning Framework for Video Transmission Services. IEEE Trans. Multim. 24 (2022)
Wenzhe Li, Zirui Zhu, Tianchi Huang, Lifeng Sun, Chun Yuan
Federated Knowledge Transfer for Heterogeneous Visual Models. MMAsia (2022)
Lianchen Jia, Tianchi Huang, Lifeng Sun
ZiXia: A Reinforcement Learning Approach via Adjusted Ranking Reward for Internet Congestion Control. ICC (2022)
Tianchi Huang, Chao Zhou, Lianchen Jia, Rui-Xiao Zhang, Lifeng Sun
Learned Internet Congestion Control for Short Video Uploading. ACM Multimedia (2022)
Rui-Xiao Zhang, Changpeng Yang, Xiaochan Wang, Tianchi Huang, Chenglei Wu, Jiangchuan Liu, Lifeng Sun
AggCast: Practical Cost-effective Scheduling for Large-scale Cloud-edge Crowdsourced Live Streaming. ACM Multimedia (2022)
Chao Zhou, Wenjun Wu, Dan Yang, Tianchi Huang, Liang Guo, Bing Yu
Deadline and Priority-aware Congestion Control for Delay-sensitive Multimedia Streaming. ACM Multimedia (2021)
Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
Deep reinforced bitrate ladders for adaptive video streaming. NOSSDAV (2021)
Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Haitian Pang, Xin Yao, Chenglei Wu, Lifeng Sun
A Practical Learning-based Approach for Viewer Scheduling in the Crowdsourced Live Streaming. ACM Trans. Multim. Comput. Commun. Appl. 16 (Special) (2020)
Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
Self-play Reinforcement Learning for Video Transmission. CoRR (2020)
Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun
Self-play reinforcement learning for video transmission. NOSSDAV (2020)
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Lifeng Sun
Stick: A Harmonious Fusion of Buffer-based and Learning-based Approach for Adaptive Streaming. INFOCOM (2020)
Tianchi Huang, Lifeng Sun
Deepmpc: A Mixture Abr Approach Via Deep Learning And Mpc. ICIP (2020)
Tianchi Huang, Lifeng Sun
Optimized bitrate ladders for adaptive video streaming with deep reinforcement learning. SIGCOMM Posters and Demos (2020)
Tianchi Huang, Chao Zhou, Xin Yao, Rui-Xiao Zhang, Chenglei Wu, Bing Yu, Lifeng Sun
Quality-Aware Neural Adaptive Video Streaming With Lifelong Imitation Learning. IEEE J. Sel. Areas Commun. 38 (10) (2020)
Rui-Xiao Zhang, Tianchi Huang, Lifeng Sun
A Long-Short-Term Fusion Approach For Video Cache. GLOBECOM (2020)
Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Hanyu Li, Jiangchuan Liu, Lifeng Sun
Leveraging QoE Heterogenity for Large-Scale Livecaset Scheduling. ACM Multimedia (2020)
Rui-Xiao Zhang, Tianchi Huang, Ming Ma, Haitian Pang, Xin Yao, Chenglei Wu, Lifeng Sun
Enhancing the crowdsourced live streaming: a deep reinforcement learning approach. NOSSDAV (2019)
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Lifeng Sun
Comyco: Quality-Aware Adaptive Video Streaming via Imitation Learning. CoRR (2019)
Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Lifeng Sun
Comyco: Quality-Aware Adaptive Video Streaming via Imitation Learning. ACM Multimedia (2019)
Tianchi Huang, Xin Yao, Chenglei Wu, Rui-Xiao Zhang, Zhengyuan Pang, Lifeng Sun
Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming. ICME (2019)
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
Towards Faster and Better Federated Learning: A Feature Fusion Approach. ICIP (2019)
Tianchi Huang, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Chao Zhou, Bing Yu, Lifeng Sun
Generalizing Rate Control Strategies for Realtime Video Streaming via Learning from Deep Learning. MMAsia (2019)
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning. CoRR (2019)
Xin Yao, Tianchi Huang, Rui-Xiao Zhang, Ruiyu Li, Lifeng Sun
Federated Learning with Unbiased Gradient Aggregation and Controllable Meta Updating. CoRR (2019)
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning. Neural Comput. 31 (11) (2019)
Tianchi Huang, Rui-Xiao Zhang, Xin Yao, Chenglei Wu, Lifeng Sun
Being more Effective and Interpretable: Bridging the Gap Between Heuristics and AI for ABR Algorithms. SIGCOMM Posters and Demos (2019)
Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs. CoRR (2019)
Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Haitian Pang, Xin Yao, Chenglei Wu, Jiangchuan Liu, Lifeng Sun
Livesmart: A QoS-Guaranteed Cost-Minimum Framework of Viewer Scheduling for Crowdsourced Live Streaming. ACM Multimedia (2019)
Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Lifeng Sun
Reactive Video Caching via long-short-term fusion approach. CoRR (2019)
Zhengyuan Pang, Lifeng Sun, Tianchi Huang, Zhi Wang, Shiqiang Yang
Towards QoS-Aware Cloud Live Transcoding: A Deep Reinforcement Learning Approach. ICME (2019)
Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun
Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network. NOSSDAV (2018)
Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun
QARC: Video Quality Aware Rate Control for Real-Time Video Streaming based on Deep Reinforcement Learning. ACM Multimedia (2018)
Tianchi Huang, Xin Yao, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun
Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming. CoRR (2018)
Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun
Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network. CoRR (2018)