Xiaoteng Ma

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 51

Top Topics

Markov Decision Process

Reinforcement Learning

Video Streaming

Top Venues

IEEE Trans. Broadcast.

Publications

Qihan Liu, Jianing Ye, Xiaoteng Ma, Jun Yang, Bin Liang, Chongjie Zhang
Efficient Multi-agent Reinforcement Learning by Planning. ICLR (2024)
Xiaoteng Ma, Qing Li, Junkun Peng, Gareth Tyson, Ziwen Ye, Shisong Tang, Qian Ma, Shengbin Meng, Gabriel-Miro Muntean
Smart Data-Driven Proactive Push to Edge Network for User-Generated Videos. INFOCOM (2024)
Yuhua Jiang, Qihan Liu, Xiaoteng Ma, Chenghao Li, Yiqin Yang, Jun Yang, Bin Liang, Qianchuan Zhao
Learning Diverse Risk Preferences in Population-Based Self-Play. AAAI (2024)
Ziwen Ye, Qing Li, Chunyu Qiao, Xiaoteng Ma, Yong Jiang, Qian Ma, Shengbin Meng, Zhenhui Yuan, Zili Meng
KEPC-Push: A Knowledge-Enhanced Proactive Content Push Strategy for Edge-Assisted Video Feed Streaming. USENIX ATC (2024)
Qihan Liu, Jianing Ye, Xiaoteng Ma, Jun Yang, Bin Liang, Chongjie Zhang
Efficient Multi-agent Reinforcement Learning by Planning. CoRR (2024)
Jiafei Lyu, Xiaoteng Ma, Le Wan, Runze Liu, Xiu Li, Zongqing Lu
SEABO: A Simple Search-Based Method for Offline Imitation Learning. CoRR (2024)
Jiafei Lyu, Xiaoteng Ma, Le Wan, Runze Liu, Li Xiu, Zongqing Lu
SEABO: A Simple Search-Based Method for Offline Imitation Learning. ICLR (2024)
Shuai Ma, Xiaoteng Ma, Li Xia
A unified algorithm framework for mean-variance optimization in discounted Markov decision processes. Eur. J. Oper. Res. 311 (3) (2023)
Yuhua Jiang, Qihan Liu, Xiaoteng Ma, Chenghao Li, Yiqin Yang, Jun Yang, Bin Liang, Qianchuan Zhao
Learning Diverse Risk Preferences in Population-based Self-play. CoRR (2023)
Junjie Zhang, Jiafei Lyu, Xiaoteng Ma, Jiangpeng Yan, Jun Yang, Le Wan, Xiu Li
Uncertainty-driven Trajectory Truncation for Model-based Offline Reinforcement Learning. CoRR (2023)
Zhipeng Liang, Xiaoteng Ma, Jose H. Blanchet, Jiheng Zhang, Zhengyuan Zhou
Single-Trajectory Distributionally Robust Reinforcement Learning. CoRR (2023)
Kang Xu, Chenjia Bai, Xiaoteng Ma, Dong Wang, Bin Zhao, Zhen Wang, Xuelong Li, Wei Li
Cross-Domain Policy Adaptation via Value-Guided Data Filtering. CoRR (2023)
Junjie Zhang, Jiafei Lyu, Xiaoteng Ma, Jiangpeng Yan, Jun Yang, Le Wan, Xiu Li
Uncertainty-Driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learning. ECAI (2023)
Ziwen Ye, Qing Li, Xiaoteng Ma, Dan Zhao, Yong Jiang, Lianbo Ma, Bo Yi, Gabriel-Miro Muntean
VRCT: A Viewport Reconstruction-Based 360° Video Caching Solution for Tile-Adaptive Streaming. IEEE Trans. Broadcast. 69 (3) (2023)
Rui Yang, Lin Yong, Xiaoteng Ma, Hao Hu, Chongjie Zhang, Tong Zhang
What is Essential for Unseen Goal Generalization of Offline Goal-conditioned RL? ICML (2023)
Xiaoteng Ma, Shuai Ma, Li Xia, Qianchuan Zhao
Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning (Extended Abstract). IJCAI (2023)
Rui Yang, Yong Lin, Xiaoteng Ma, Hao Hu, Chongjie Zhang, Tong Zhang
What is Essential for Unseen Goal Generalization of Offline Goal-conditioned RL? CoRR (2023)
Kang Xu, Chenjia Bai, Xiaoteng Ma, Dong Wang, Bin Zhao, Zhen Wang, Xuelong Li, Wei Li
Cross-Domain Policy Adaptation via Value-Guided Data Filtering. NeurIPS (2023)
Rui Yang, Chenjia Bai, Xiaoteng Ma, Zhaoran Wang, Chongjie Zhang, Lei Han
RORL: Robust Offline Reinforcement Learning via Conservative Smoothing. NeurIPS (2022)
Shisong Tang, Qing Li, Xiaoteng Ma, Ci Gao, Dingmin Wang, Yong Jiang, Qian Ma, Aoyang Zhang, Hechang Chen
Knowledge-based Temporal Fusion Network for Interpretable Online Video Popularity Prediction. WWW (2022)
Xiaoteng Ma, Shuai Ma, Li Xia, Qianchuan Zhao
Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning. J. Artif. Intell. Res. 75 (2022)
Hao Sun, Lei Han, Rui Yang, Xiaoteng Ma, Jian Guo, Bolei Zhou
Exploiting Reward Shifting in Value-Based Deep RL. CoRR (2022)
Xiaoteng Ma, Qing Li, Longhao Zou, Junkun Peng, Jianer Zhou, Jimeng Chai, Yong Jiang, Gabriel-Miro Muntean
QAVA: QoE-Aware Adaptive Video Bitrate Aggregation for HTTP Live Streaming Based on Smart Edge Computing. IEEE Trans. Broadcast. 68 (3) (2022)
Rui Yang, Chenjia Bai, Xiaoteng Ma, Zhaoran Wang, Chongjie Zhang, Lei Han
RORL: Robust Offline Reinforcement Learning via Conservative Smoothing. CoRR (2022)
Jiafei Lyu, Xiaoteng Ma, Xiu Li, Zongqing Lu
Mildly Conservative Q-Learning for Offline Reinforcement Learning. CoRR (2022)
Hao Sun, Lei Han, Rui Yang, Xiaoteng Ma, Jian Guo, Bolei Zhou
Exploit Reward Shifting in Value-Based Deep-RL: Optimistic Curiosity-Based Exploration and Conservative Exploitation via Linear Reward Shaping. NeurIPS (2022)
Xiaoteng Ma, Yiqin Yang, Hao Hu, Jun Yang, Chongjie Zhang, Qianchuan Zhao, Bin Liang, Qihan Liu
Offline Reinforcement Learning with Value-based Episodic Memory. ICLR (2022)
Xiaoteng Ma, Shuai Ma, Li Xia, Qianchuan Zhao
Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning. CoRR (2022)
Jiafei Lyu, Xiaoteng Ma, Xiu Li, Zongqing Lu
Mildly Conservative Q-Learning for Offline Reinforcement Learning. NeurIPS (2022)
Xiaoteng Ma, Zhipeng Liang, Jose H. Blanchet, Mingwen Liu, Li Xia, Jiheng Zhang, Qianchuan Zhao, Zhengyuan Zhou
Distributionally Robust Offline Reinforcement Learning with Linear Function Approximation. CoRR (2022)
Jiafei Lyu, Xiaoteng Ma, Jiangpeng Yan, Xiu Li
Efficient Continuous Control with Double Actors and Regularized Critics. AAAI (2022)
Junkun Peng, Qing Li, Xiaoteng Ma, Yong Jiang, Yutao Dong, Chuang Hu, Meng Chen
MagNet: Cooperative Edge Caching by Automatic Content Congregating. WWW (2022)
Xiaoteng Ma, Qing Li, Yong Jiang, Gabriel-Miro Muntean, Longhao Zou
Learning-Based Joint QoE Optimization for Adaptive Video Streaming Based on Smart Edge. IEEE Trans. Netw. Serv. Manag. 19 (2) (2022)
Shuai Ma, Xiaoteng Ma, Li Xia
A unified algorithm framework for mean-variance optimization in discounted Markov decision processes. CoRR (2022)
Aoyang Zhang, Qing Li, Ying Chen, Xiaoteng Ma, Longhao Zou, Yong Jiang, Zhimin Xu, Gabriel-Miro Muntean
Video Super-Resolution and Caching - An Edge-Assisted Adaptive Video Streaming Solution. IEEE Trans. Broadcast. 67 (4) (2021)
Yiqin Yang, Xiaoteng Ma, Chenghao Li, Zewu Zheng, Qiyuan Zhang, Gao Huang, Jun Yang, Qianchuan Zhao
Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning. CoRR (2021)
Qiyuan Zhang, Xiaoteng Ma, Yiqin Yang, Chenghao Li, Jun Yang, Yu Liu, Bin Liang
Learning to Discover Task-Relevant Features for Interpretable Reinforcement Learning. IEEE Robotics Autom. Lett. 6 (4) (2021)
Xiaoteng Ma, Xiaohang Tang, Li Xia, Jun Yang, Qianchuan Zhao
Average-Reward Reinforcement Learning with Trust Region Methods. IJCAI (2021)
Yiqin Yang, Xiaoteng Ma, Chenghao Li, Zewu Zheng, Qiyuan Zhang, Gao Huang, Jun Yang, Qianchuan Zhao
Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning. NeurIPS (2021)
Xiaoteng Ma, Yiqin Yang, Hao Hu, Qihan Liu, Jun Yang, Chongjie Zhang, Qianchuan Zhao, Bin Liang
Offline Reinforcement Learning with Value-based Episodic Memory. CoRR (2021)
Xiaoteng Ma, Yiqin Yang, Chenghao Li, Yiwen Lu, Qianchuan Zhao, Jun Yang
Modeling the Interaction between Agents in Cooperative Multi-Agent Reinforcement Learning. AAMAS (2021)
Xiaoteng Ma, Yiqin Yang, Chenghao Li, Yiwen Lu, Qianchuan Zhao, Yang Jun
Modeling the Interaction between Agents in Cooperative Multi-Agent Reinforcement Learning. CoRR (2021)
Kailai Sun, Xiaoteng Ma, Qianchuan Zhao, Peng Liu
MGPSN: Motion-Guided Pseudo Siamese Network for Indoor Video Head Detection. CoRR (2021)
Jiafei Lyu, Xiaoteng Ma, Jiangpeng Yan, Xiu Li
Efficient Continuous Control with Double Actors and Regularized Critics. CoRR (2021)
Xiaoteng Ma, Xiaohang Tang, Li Xia, Jun Yang, Qianchuan Zhao
Average-Reward Reinforcement Learning with Trust Region Methods. CoRR (2021)
Ming Zhang, Yawei Wang, Xiaoteng Ma, Li Xia, Jun Yang, Zhiheng Li, Xiu Li
Wasserstein Distance guided Adversarial Imitation Learning with Reward Shape Exploration. CoRR (2020)
Chenghao Li, Xiaoteng Ma, Chongjie Zhang, Jun Yang, Li Xia, Qianchuan Zhao
SOAC: The Soft Option Actor-Critic Architecture. CoRR (2020)
Chenghao Li, Xiaoteng Ma, Li Xia, Qianchuan Zhao, Jun Yang
Fairness Control of Traffic Light via Deep Reinforcement Learning. CASE (2020)
Xiaoteng Ma, Qiyuan Zhang, Li Xia, Zhengyuan Zhou, Jun Yang, Qianchuan Zhao
Distributional Soft Actor Critic for Risk Sensitive Learning. CoRR (2020)
Xiaoteng Ma, Qing Li, Jimeng Chai, Xi Xiao, Shu-Tao Xia, Yong Jiang
Steward: smart edge based joint QoE optimization for adaptive video streaming. NOSSDAV (2019)
Kailai Sun, Qianchuan Zhao, Jianhong Zou, Xiaoteng Ma
Attendance and Security System Based on Building Video Surveillance. ICSCIB (2018)