QARC: Video Quality Aware Rate Control for Real-Time Video Streaming based on Deep Reinforcement Learning. - Tianchi Huang; Rui-Xiao Zhang; Chao Zhou 003; 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 003; Lifeng Sun (NOSSDAV, 2018)

Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming. - Tianchi Huang; Xin Yao 003; Chenglei Wu; Rui-Xiao Zhang; Lifeng Sun (CoRR, 2018)

Towards Faster and Better Federated Learning: A Feature Fusion Approach. - Xin Yao 003; Tianchi Huang; Chenglei Wu; Rui-Xiao Zhang; Lifeng Sun (ICIP, 2019)

Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming. - Tianchi Huang; Xin Yao 003; Chenglei Wu; Rui-Xiao Zhang; Zhengyuan Pang; Lifeng Sun (ICME, 2019)

Towards QoS-Aware Cloud Live Transcoding: A Deep Reinforcement Learning Approach. - Zhengyuan Pang; Lifeng Sun; Tianchi Huang; Zhi Wang 001; Shiqiang Yang (ICME, 2019)

Comyco: Quality-Aware Adaptive Video Streaming via Imitation Learning. - Tianchi Huang; Chao Zhou 003; Rui-Xiao Zhang; Chenglei Wu; Xin Yao 003; 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 003; Chenglei Wu; Jiangchuan Liu; Lifeng Sun (ACM Multimedia, 2019)

Generalizing Rate Control Strategies for Realtime Video Streaming via Learning from Deep Learning. - Tianchi Huang; Rui-Xiao Zhang; Chenglei Wu; Xin Yao 003; Chao Zhou 003; Bing Yu; Lifeng Sun (MMAsia, 2019)

Enhancing the crowdsourced live streaming: a deep reinforcement learning approach. - Rui-Xiao Zhang; Tianchi Huang; Ming Ma; Haitian Pang; Xin Yao 003; Chenglei Wu; Lifeng Sun (NOSSDAV, 2019)

Being more Effective and Interpretable: Bridging the Gap Between Heuristics and AI for ABR Algorithms. - Tianchi Huang; Rui-Xiao Zhang; Xin Yao 003; Chenglei Wu; Lifeng Sun (SIGCOMM Posters and Demos, 2019)

Reactive Video Caching via long-short-term fusion approach. - Rui-Xiao Zhang; Tianchi Huang; Chenglei Wu; Lifeng Sun (CoRR, 2019)

Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs. - Xin Yao 003; Tianchi Huang; Chenglei Wu; Rui-Xiao Zhang; Lifeng Sun (CoRR, 2019)

Federated Learning with Unbiased Gradient Aggregation and Controllable Meta Updating. - Xin Yao 003; Tianchi Huang; Rui-Xiao Zhang; Ruiyu Li; Lifeng Sun (CoRR, 2019)

Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning. - Xin Yao 003; Tianchi Huang; Chenglei Wu; Rui-Xiao Zhang; Lifeng Sun (Neural Comput., 2019)

A Long-Short-Term Fusion Approach For Video Cache. - Rui-Xiao Zhang; Tianchi Huang; Lifeng Sun (GLOBECOM, 2020)

Deepmpc: A Mixture Abr Approach Via Deep Learning And Mpc. - Tianchi Huang; Lifeng Sun (ICIP, 2020)

Stick: A Harmonious Fusion of Buffer-based and Learning-based Approach for Adaptive Streaming. - Tianchi Huang; Chao Zhou 003; Rui-Xiao Zhang; Chenglei Wu; Xin Yao 003; Lifeng Sun (INFOCOM, 2020)

Leveraging QoE Heterogenity for Large-Scale Livecaset Scheduling. - Rui-Xiao Zhang; Ming Ma; Tianchi Huang; Hanyu Li; Jiangchuan Liu; Lifeng Sun (ACM Multimedia, 2020)

Self-play reinforcement learning for video transmission. - Tianchi Huang; Rui-Xiao Zhang; Lifeng Sun (NOSSDAV, 2020)

Optimized bitrate ladders for adaptive video streaming with deep reinforcement learning. - Tianchi Huang; Lifeng Sun (SIGCOMM Posters and Demos, 2020)

Quality-Aware Neural Adaptive Video Streaming With Lifelong Imitation Learning. - Tianchi Huang; Chao Zhou 003; Xin Yao 003; Rui-Xiao Zhang; Chenglei Wu; Bing Yu; Lifeng Sun (IEEE J. Sel. Areas Commun., 2020)

A Practical Learning-based Approach for Viewer Scheduling in the Crowdsourced Live Streaming. - Rui-Xiao Zhang; Ming Ma; Tianchi Huang; Haitian Pang; Xin Yao 003; Chenglei Wu; Lifeng Sun (ACM Trans. Multim. Comput. Commun. Appl., 2020)

Deadline and Priority-aware Congestion Control for Delay-sensitive Multimedia Streaming. - Chao Zhou 003; Wenjun Wu; Dan Yang; Tianchi Huang; Liang Guo; Bing Yu (ACM Multimedia, 2021)

Deep reinforced bitrate ladders for adaptive video streaming. - Tianchi Huang; Rui-Xiao Zhang; Lifeng Sun (NOSSDAV, 2021)

ZiXia: A Reinforcement Learning Approach via Adjusted Ranking Reward for Internet Congestion Control. - Lianchen Jia; Tianchi Huang; Lifeng Sun (ICC, 2022)

Learned Internet Congestion Control for Short Video Uploading. - Tianchi Huang; Chao Zhou 003; Lianchen Jia; Rui-Xiao 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)

Federated Knowledge Transfer for Heterogeneous Visual Models. - Wenzhe Li; Zirui Zhu 001; Tianchi Huang; Lifeng Sun; Chun Yuan (MMAsia, 2022)

Learning Tailored Adaptive Bitrate Algorithms to Heterogeneous Network Conditions: A Domain-Specific Priors and Meta-Reinforcement Learning Approach. - Tianchi Huang; Chao Zhou 003; Rui-Xiao Zhang; Chenglei Wu; Lifeng Sun (IEEE J. Sel. Areas Commun., 2022)

Zwei: A Self-Play Reinforcement Learning Framework for Video Transmission Services. - Tianchi Huang; Rui-Xiao Zhang; Lifeng Sun (IEEE Trans. Multim., 2022)

Buffer Awareness Neural Adaptive Video Streaming for Avoiding Extra Buffer Consumption. - Tianchi Huang; Chao Zhou 003; Rui-Xiao Zhang; Chenglei Wu; Lifeng Sun (INFOCOM, 2023)

RDladder: Resolution-Duration Ladder for VBR-encoded Videos via Imitation Learning. - Lianchen Jia; Chao Zhou 003; Tianchi Huang; Chaoyang Li 002; 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)

Owl: A Pre-and Post-processing Framework for Video Analytics in Low-light Surroundings. - Rui-Xiao Zhang; Chaoyang Li 002; Chenglei Wu; Tianchi Huang; Lifeng Sun (INFOCOM, 2023)

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 002; Rui-Xiao Zhang; Tianchi Huang; Lianchen Jia; Lifeng Sun (ACM Multimedia, 2023)

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 Trans. Parallel Distributed Syst., 2023)

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 003; Tianchi Huang; Chaoyang Li 002; Lifeng Sun (INFOCOM, 2024)

Meet Challenges of RTT Jitter, A Hybrid Internet Congestion Control Algorithm. - Lianchen Jia; Chao Zhou 003; Tianchi Huang; Chaoyang Li 002; Lifeng Sun (WWW, 2024)

Reducing Traffic Wastage in Video Streaming via Bandwidth-Efficient Bitrate Adaptation. - Hairong Su; Shibo Wang 002; Shusen Yang; Tianchi Huang; Xuebin Ren (IEEE Trans. Mob. Comput., 2024)

Enhanced Bandwidth Measurement and Robust Rate Adaptation for Low-Latency Live Streaming. - Jiahui Chen; Yiding Yu; Libo Wang; Ying Chen; Tianchi Huang; Lifeng Sun (INFOCOM, 2025)