Concepedia

Multi-objective Reward Design

Multi-Objective Reward Design is a reward design framework that integrates multiple, potentially conflicting objectives into a single reward signal by systematically balancing their relative trade-offs and priorities in reinforcement learning or decision-making systems.

15

Publications

546

Citations

66

Authors

26

Institutions

Publications per year

2017–2026

15

Parents

Publications

15

A Decision-Making Strategy for Vehicle Autonomous Braking in Emergency via Deep Reinforcement Learning

Yuchuan Fu, Changle Li, F. Richard Yu et al. · IEEE Transactions on Vehicular Technology · 2020 · 182 citations

, , +15

Toward personalized decision making for autonomous vehicles: A constrained multi-objective reinforcement learning technique

Xiangkun He, Chen Lv · Transportation Research Part C Emerging Technologies · 2023 · 57 citations

, , +16

Unexpected Collision Avoidance Driving Strategy Using Deep Reinforcement Learning

Myounghoe Kim, Seongwon Lee, Jaehyun Lim et al. · IEEE Access · 2020 · 44 citations · Full text

, , +17

Demonstration-Guided Deep Reinforcement Learning of Control Policies for Dexterous Human-Robot Interaction

2019 · 37 citations · Full text

, , +16

Adaptive traffic signal control system using composite reward architecture based deep reinforcement learning

Abu Rafe Md Jamil, Kishan Kumar Ganguly, Naushin Nower · IET Intelligent Transport Systems · 2020 · 34 citations

, , +16

1–5 of 15

Authors

66

  1. WS
    Weilong Song

    Beijing Institute of Technology, China

    1 publications · 10 citations

    1

    h-index

  2. ZL
    Zhijun Li

    University of Science and Technology of China, China

    1 publications · 34 citations

    1

    h-index

  3. BS
    Bo Su

    University of Bristol, United Kingdom

    1 publications · 10 citations

    1

    h-index

  4. YL
    Youfang Lin

    Beijing Jiaotong University, China

    1 publications · 26 citations

    1

    h-index

  5. JY
    Jialin Yu

    University of Georgia, United States

    1 publications · 23 citations

    1

    h-index

1–5 of 66

Institutions

26

  1. China Three Gorges University

    Yichang, China

    1 h-index

    7 publications

    189 citations

  2. Yonsei University

    Seoul, South Korea

    1 h-index

    4 publications

    176 citations

  3. University of Science and Technology of China

    Hefei, China

    1 h-index

    1 publications

    34 citations

  4. Carleton University

    Ottawa, Canada

    1 h-index

    1 publications

    182 citations

  5. University of Alabama in Huntsville

    Huntsville, United States

    1 h-index

    2 publications

    22 citations

  6. Technical University of Munich

    Munich, Germany

    1 h-index

    2 publications

    68 citations

  7. Tsinghua University

    Beijing, China

    1 h-index

    1 publications

    34 citations

  8. ETH Zurich

    Zurich, Switzerland

    1 h-index

    3 publications

    111 citations

1–8 of 26

Venues

  1. IEEE Transactions on Vehicular Technology

    4 publications · 263 citations

    3

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 28 citations

    2

    h-index

  3. 1

    h-index

  4. IET Intelligent Transport Systems

    1 publications · 34 citations

    1

    h-index

  5. Journal of Molecular Modeling

    1 publications · 23 citations

    1

    h-index

1–5