Publications

2025

2025

  1. Real-Time Diffusion Policies for Games: Enhancing Consistency Policies with Q-Ensembles
    Zhang, Ruoqi, Luo, Ziwei, Sjölund, Jens, Mattsson, Per, Gisslén, Linus, and Sestini, Alessandro
    arXiv preprint arXiv:2503.16978 2025

2024

2024

  1. Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning
    Zhang, Ruoqi, Luo, Ziwei, Sjölund, Jens, Schön, Thomas B., and Mattsson, Per
    In Advances in Neural Information Processing Systems 2024

2023

2023

  1. Aiding reinforcement learning for set point control
    Zhang, Ruoqi, Mattsson, Per, and Wigren, Torbjörn
    IFAC-PapersOnLine 2023 22nd IFAC World Congress, Yokohama, Japan
  2. Observer-Feedback-Feedforward Controller Structures in Reinforcement Learning
    Zhang, Ruoqi, Mattsson, Per, and Wigren, Torbjörn
    IFAC-PapersOnLine 2023 22nd IFAC World Congress, Yokohama, Japan
  3. Robust nonlinear set-point control with reinforcement learning
    Zhang, Ruoqi, Mattsson, Per, and Wigren, Torbjörn
    In American Control Conference, ACC 2023, San Diego, CA, USA, May 31 - June 2, 2023 2023
  4. Risk-sensitive Actor-free Policy via Convex Optimisation
    Zhang, Ruoqi, and Sjölund, Jens
    In Proceedings of the IJCAI-23 Joint Workshop on Artificial Intelligence Safety and Safe Reinforcement Learning , Macau, China, August 21-22, 2023 2023