Concepedia

Offline Multi-objective Reinforcement Learning

Offline Multi-Objective Reinforcement Learning is a reinforcement learning framework in which an agent learns a policy that optimally balances multiple competing objectives using a fixed, previously collected dataset of interactions, without further environment exploration.

5

Publications

141

Citations

25

Authors

9

Institutions

Publications per year

2017–2026

5

Parents

Publications

5

Self-Learning Multi-Objective Service Coordination Using Deep Reinforcement Learning

Stefan Schneider, Ramin Khalili, Adnan Manzoor et al. · IEEE Transactions on Network and Service Management · 2021 · 40 citations

, , +14

Distributed UAV Swarm Formation Control via Object-Focused, Multi-Objective SARSA

Christian Speck, Donald J. Bucci · 2018 · 28 citations

, , +17

Reinforcement learning based joint trajectory design and resource allocation for RIS-aided UAV multicast networks

Pengshuo Ji, Jie Jia, Jian Chen et al. · Computer Networks · 2023 · 27 citations

, , +16

UAV Trajectory, User Association, and Power Control for Multi-UAV-Enabled Energy-Harvesting Communications: Offline Design and Online Reinforcement Learning

Chien-Wei Fu, Meng‐Lin Ku, Yu‐Jia Chen et al. · IEEE Internet of Things Journal · 2023 · 25 citations

, , +16

DeepCC: Bridging the Gap Between Congestion Control and Applications via Multiobjective Optimization

Lei Zhang, Yong Cui, Mowei Wang et al. · IEEE/ACM Transactions on Networking · 2022 · 21 citations

, , +17

1–5 of 5

Authors

25

  1. MK
    Meng‐Lin Ku

    National Central University, Taiwan

    1 publications · 25 citations

    1

    h-index

  2. LZ
    Lei Zhang

    Tsinghua University, China

    1 publications · 21 citations

    1

    h-index

  3. DJ
    Donald J. Bucci

    Lockheed Martin (United States), United States

    1 publications · 28 citations

    1

    h-index

  4. AM
    Adnan Manzoor

    Paderborn University, Germany

    1 publications · 40 citations

    1

    h-index

  5. KZ
    Kewei Zhu

    University of York, United Kingdom

    1 publications · 21 citations

    1

    h-index

1–5 of 25

Institutions

9

  1. National Central University

    Taoyuan City, Taiwan

    1 h-index

    3 publications

    75 citations

  2. Tsinghua University

    Beijing, China

    1 h-index

    5 publications

    105 citations

  3. Fraunhofer Institute for Software and Systems Engineering

    Dortmund, Germany

    1 h-index

    1 publications

    40 citations

  4. Paderborn University

    Paderborn, Germany

    1 h-index

    5 publications

    200 citations

  5. Ministry of Public Security of the People's Republic of China

    Beijing, China

    1 h-index

    3 publications

    81 citations

  6. Singapore University of Technology and Design

    Singapore, Singapore

    1 h-index

    1 publications

    25 citations

  7. Lockheed Martin (United States)

    Bethesda, United States

    1 h-index

    2 publications

    56 citations

  8. Northeastern University

    Shenyang, China

    1 h-index

    6 publications

    162 citations

1–8 of 9

Venues

  1. IEEE Internet of Things Journal

    1 publications · 25 citations

    1

    h-index

  2. Computer Networks

    1 publications · 27 citations

    1

    h-index

  3. IEEE Transactions on Network and Service Management

    TNSM · 1 publications · 40 citations

    1

    h-index

  4. IEEE/ACM Transactions on Networking

    TON · 1 publications · 21 citations

    1

    h-index

1–4