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Journal Articles
- 2024
[j7]Hairong Su, Shibo Wang, Shusen Yang, Tianchi Huang, Xuebin Ren:
Reducing Traffic Wastage in Video Streaming via Bandwidth-Efficient Bitrate Adaptation. IEEE Trans. Mob. Comput. 23(11): 10361-10377 (2024)- 2023
- [j6]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): 2055-2071 (2023) - 2022
- [j5]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): 2485-2503 (2022) - [j4]Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun:
Zwei: A Self-Play Reinforcement Learning Framework for Video Transmission Services. IEEE Trans. Multim. 24: 1350-1365 (2022) - 2020
- [j3]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): 2324-2342 (2020) - [j2]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(2s): 67:1-67:22 (2020) - 2019
- [j1]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): 2266-2291 (2019)
Conference and Workshop Papers
- 2024
- [c31]Rui-Xiao Zhang, Tianchi Huang:
Adversarial Attacks on Federated-Learned Adaptive Bitrate Algorithms. AAAI 2024: 419-427 - [c30]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: 2169-2178 - [c29]Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun:
Meet Challenges of RTT Jitter, A Hybrid Internet Congestion Control Algorithm. WWW 2024: 2768-2776 - 2023
- [c28]Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun:
Buffer Awareness Neural Adaptive Video Streaming for Avoiding Extra Buffer Consumption. INFOCOM 2023: 1-10 - [c27]Lianchen Jia, Chao Zhou, Tianchi Huang, Chaoyang Li, Lifeng Sun:
RDladder: Resolution-Duration Ladder for VBR-encoded Videos via Imitation Learning. INFOCOM 2023: 1-10 - [c26]Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Lifeng Sun:
Who is the Rising Star? Demystifying the Promising Streamers in Crowdsourced Live Streaming. INFOCOM 2023: 1-10 - [c25]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: 1-10 - [c24]Tianchi Huang, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun:
Optimizing Adaptive Video Streaming with Human Feedback. ACM Multimedia 2023: 1707-1718 - [c23]Chaoyang Li, Rui-Xiao Zhang, Tianchi Huang, Lianchen Jia, Lifeng Sun:
Concerto: Client-server Orchestration for Real-Time Video Analytics. ACM Multimedia 2023: 9215-9223 - 2022
- [c22]Lianchen Jia, Tianchi Huang, Lifeng Sun:
ZiXia: A Reinforcement Learning Approach via Adjusted Ranking Reward for Internet Congestion Control. ICC 2022: 365-370 - [c21]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: 3026-3034 - [c20]Tianchi Huang, Chao Zhou, Lianchen Jia, Rui-Xiao Zhang, Lifeng Sun:
Learned Internet Congestion Control for Short Video Uploading. ACM Multimedia 2022: 3064-3075 - [c19]Wenzhe Li, Zirui Zhu, Tianchi Huang, Lifeng Sun, Chun Yuan:
Federated Knowledge Transfer for Heterogeneous Visual Models. MMAsia 2022: 5:1-5:7 - 2021
- [c18]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: 4740-4744 - [c17]Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun:
Deep reinforced bitrate ladders for adaptive video streaming. NOSSDAV 2021: 66-73 - 2020
- [c16]Rui-Xiao Zhang, Tianchi Huang, Lifeng Sun:
A Long-Short-Term Fusion Approach For Video Cache. GLOBECOM 2020: 1-6 - [c15]Tianchi Huang, Lifeng Sun:
Deepmpc: A Mixture Abr Approach Via Deep Learning And Mpc. ICIP 2020: 1231-1235 - [c14]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: 1967-1976 - [c13]Rui-Xiao Zhang, Ming Ma, Tianchi Huang, Hanyu Li, Jiangchuan Liu, Lifeng Sun:
Leveraging QoE Heterogenity for Large-Scale Livecaset Scheduling. ACM Multimedia 2020: 3678-3686 - [c12]Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun:
Self-play reinforcement learning for video transmission. NOSSDAV 2020: 7-13 - [c11]Tianchi Huang, Lifeng Sun:
Optimized bitrate ladders for adaptive video streaming with deep reinforcement learning. SIGCOMM Posters and Demos 2020: 46-48 - 2019
- [c10]Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun:
Towards Faster and Better Federated Learning: A Feature Fusion Approach. ICIP 2019: 175-179 - [c9]Zhengyuan Pang, Lifeng Sun, Tianchi Huang, Zhi Wang, Shiqiang Yang:
Towards QoS-Aware Cloud Live Transcoding: A Deep Reinforcement Learning Approach. ICME 2019: 670-675 - [c8]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: 1678-1683 - [c7]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: 420-428 - [c6]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: 429-437 - [c5]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: 52:1-52:6 - [c4]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: 55-60 - [c3]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: 12-14 - 2018
- [c2]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: 1208-1216 - [c1]Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun:
Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network. NOSSDAV 2018: 13-18
Informal and Other Publications
- 2023
- [i9]Tianchi Huang, Rui-Xiao Zhang, Chenglei Wu, Lifeng Sun:
Optimizing Adaptive Video Streaming with Human Feedback. CoRR abs/2308.04132 (2023) - 2020
- [i8]Tianchi Huang, Rui-Xiao Zhang, Lifeng Sun:
Self-play Reinforcement Learning for Video Transmission. CoRR abs/2005.12788 (2020) - 2019
- [i7]Rui-Xiao Zhang, Tianchi Huang, Chenglei Wu, Lifeng Sun:
Reactive Video Caching via long-short-term fusion approach. CoRR abs/1905.06650 (2019) - [i6]Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, Lifeng Sun:
Comyco: Quality-Aware Adaptive Video Streaming via Imitation Learning. CoRR abs/1908.02270 (2019) - [i5]Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun:
Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs. CoRR abs/1908.05891 (2019) - [i4]Xin Yao, Tianchi Huang, Rui-Xiao Zhang, Ruiyu Li, Lifeng Sun:
Federated Learning with Unbiased Gradient Aggregation and Controllable Meta Updating. CoRR abs/1910.08234 (2019) - [i3]Xin Yao, Tianchi Huang, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun:
Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning. CoRR abs/1910.10986 (2019) - 2018
- [i2]Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun:
Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network. CoRR abs/1805.00619 (2018) - [i1]Tianchi Huang, Xin Yao, Chenglei Wu, Rui-Xiao Zhang, Lifeng Sun:
Tiyuntsong: A Self-Play Reinforcement Learning Approach for ABR Video Streaming. CoRR abs/1811.06166 (2018)
Coauthor Index
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