Fast Link Scheduling in Wireless Networks Using Regularized Off-Policy Reinforcement Learning

被引：1
|
作者：
Bhattacharya, Sagnik [1 ]
Banerjee, Ayan [1 ]
Peruru, Subrahmanya Swamy [1 ]
Srinivas, Kothapalli Venkata [2 ]
机构：
[1] IIT Kanpur, Department of Electrical Engineering, Kanpur,208016, India
[2] Motorola Mobility, Chicago,IL,60654, United States
来源：
IEEE Networking Letters | 2023年 / 5卷 / 02期
关键词：
Graph neural networks - Heuristics algorithm - Maximal independent set - Maximum weighted independent set - Optimisations - Reinforcement learnings - Schedule - Scheduling - Time since last service;
D O I：
10.1109/LNET.2023.3264486
中图分类号：
学科分类号：
摘要：
引用
收藏
页码：86 / 90
相关论文
共 50 条
  • [1] Regularized Anderson Acceleration for Off-Policy Deep Reinforcement Learning
    Shi, Wenjie
    Song, Shiji
    Wu, Hui
    Hsu, Ya-Chu
    Wu, Cheng
    Huang, Gao
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), 2019, 32
  • [2] Safe Off-policy Reinforcement Learning Using Barrier Functions
    Marvi, Zahra
    Kiumarsi, Bahare
    2020 AMERICAN CONTROL CONFERENCE (ACC), 2020, : 2176 - 2181
  • [3] Safe and efficient off-policy reinforcement learning
    Munos, Remi
    Stepleton, Thomas
    Harutyunyan, Anna
    Bellemare, Marc G.
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 29 (NIPS 2016), 2016, 29
  • [4] Bounds for Off-policy Prediction in Reinforcement Learning
    Joseph, Ajin George
    Bhatnagar, Shalabh
    2017 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2017, : 3991 - 3997
  • [5] Off-Policy Reinforcement Learning with Gaussian Processes
    Girish Chowdhary
    Miao Liu
    Robert Grande
    Thomas Walsh
    Jonathan How
    Lawrence Carin
    IEEE/CAAJournalofAutomaticaSinica, 2014, 1 (03) : 227 - 238
  • [6] Off-Policy Reinforcement Learning with Delayed Rewards
    Han, Beining
    Ren, Zhizhou
    Wu, Zuofan
    Zhou, Yuan
    Peng, Jian
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 162, 2022,
  • [7] Representations for Stable Off-Policy Reinforcement Learning
    Ghosh, Dibya
    Bellemare, Marc G.
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 119, 2020, 119
  • [8] A perspective on off-policy evaluation in reinforcement learning
    Li, Lihong
    FRONTIERS OF COMPUTER SCIENCE, 2019, 13 (05) : 911 - 912
  • [9] On the Reuse Bias in Off-Policy Reinforcement Learning
    Ying, Chengyang
    Hao, Zhongkai
    Zhou, Xinning
    Su, Hang
    Yan, Dong
    Zhu, Jun
    PROCEEDINGS OF THE THIRTY-SECOND INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2023, 2023, : 4513 - 4521
  • [10] A perspective on off-policy evaluation in reinforcement learning
    Lihong Li
    Frontiers of Computer Science, 2019, 13 : 911 - 912
12345