Publications

• [IEEE/ACM ToN] GDPlan: Generative Network Planning via Graph Diffusion Model

  Nuowen Kan, Sa Yan, Junni Zou, Wenrui Dai, Xing Gao, Chenglin Li, Hongkai Xiong

  Accepted by IEEE/ACM Transactions on Networking, 2025.

• [IEEE TCSVT] Task-Adapted Learnable Embedded Quantization for Scalable Human-Machine Image Compression

  Shaohui Li, Shuoyu Ma, Wenrui Dai, Nuowen Kan, Fan Cheng, Chenglin Li, Junni Zou, Hongkai Xiong

  In IEEE Transactions on Circuits and Systems for Video Technology, Early Acess, 2025.

• [NeurIPS] Improving Generalization in Federated Learning with Model-Data Mutual Information Regularization: A Posterior Inference Approach

  Hao Zhang, Chenglin Li, Nuowen Kan, Ziyang Zheng, Wenrui Dai, Junni Zou, Hongkai Xiong

  In the Thirty-eighth Conference on Neural Information Processing Systems, 2024.

  [Paper]

• [ACM Multimedia] Task-Oriented Multi-Bitstream Optimization for Image Compression and Transmission via Optimal Transport

  Sa Yan, Nuowen Kan, Chenglin Li, Wenrui Dai, Junni Zou, Hongkai Xiong

  In the 32nd ACM International Conference on Multimedia, 2024.

  [Paper] [Framework]

• [IEEE TMM] Successor Feature-Based Transfer Reinforcement Learning for Video Rate Adaptation with Heterogeneous QoE Preferences

  Kexin Tang, Nuowen Kan, Yuankun Jiang, Chenglin Li, Wenrui Dai, Junni Zou, Hongkai Xiong

  In IEEE Transactions on Multimedia, Vol. 26, 2023.

  [Paper] [Framework]

• [NeurIPS] Doubly Robust Augmented Transfer for Meta-Reinforcement Learning

  Yuankun Jiang, Nuowen Kan, Chenglin Li, Wenrui Dai, Junni Zou, Hongkai Xiong

  In the Thirty-seventh Conference on Neural Information Processing Systems, 2023.

  [Paper] [Website]

• [ACM Multimedia] Improving Generalization for Neural Adaptive Video Streaming via Meta Reinforcement Learning

  Nuowen Kan, Yuankun Jiang, Chenglin Li, Wenrui Dai, Junni Zou, Hongkai Xiong

  In the 30th ACM International Conference on Multimedia, 2022.

  Oral Presentation, Top Papers Award (Top 6/609)

  [Paper] [Code] [Framework]

• [ACM NOSSDAV] Uncertainty-Aware Robust Adaptive Video Streaming with Bayesian Neural Network and Model Predictive Control

  Nuowen Kan, Chenglin Li, Caiyi Yang, Wenrui Dai, Junni Zou, Hongkai Xiong

  In the 31st ACM Workshop on Network and Operating Systems Support for Digital Audio and Video, 2021.

  Oral Presentation

  [Paper] [Code] [Framework]

• [IEEE TCSVT] RAPT360: Reinforcement Learning-Based Rate Adaptation for 360-degree Video Streaming with Adaptive Prediction and Tiling

  Nuowen Kan, Junni Zou, Chenglin Li, Wenrui Dai, Hongkai Xiong

  In IEEE Transactions on Circuits and Systems for Video Technology, Vol. 31(3), March 2022.

  [Paper] [Framework]

• [IEEE TCSVT] Multi-user Adaptive Video Delivery over Wireless Networks: A Physical Layer Resource-Aware Deep Reinforcement Learning Approach

  Kexin Tang, Nuowen Kan, Junni Zou, Chenglin Li, Xiao Fu, Mingyi Hong, Hongkai Xiong

  In IEEE Transactions on Circuits and Systems for Video Technology, Vol. 31(2), February 2021.

  [Paper] [Framework]

• [IEEE ICIP] A Server-side Optimized Hybrid Multicast-Unicast Strategy for Multi-User Adaptive 360-Degree Video Streaming

  Nuowen Kan, Chengming Liu, Junni Zou, Chenglin Li, Hongkai Xiong

  In the 2019 IEEE International Conference on Image Processing.

  Oral Presentation

  [Paper] [Framework] [Slice]

• [IEEE ICASSP] Deep Reinforcement Learning-based Rate Adaptation for Adaptive 360-degree Video Streaming

  Nuowen Kan, Junni Zou, Kexin Tang, Chenglin Li, Ning Liu, Hongkai Xiong

  In 2019 IEEE International Conference on Acoustics, Speech and Signal Processing.

  [Paper] [Poster]

• [IEEE ICIP] Server-side Rate Adaptation for Multi-User 360-Degree Video Streaming

  Chengming Liu, Nuowen Kan, Junni Zou, Qin Yang, Hongkai Xiong

  In 2018 IEEE International Conference on Image Processing.

  [Paper]

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