Research Publications

2023

  • Task-Oriented Koopman-Based Control with Contrastive Encoder
    Xubo Lyu, Hanyang Hu, Seth Siriya, Ye Pu, Mo Chen
    Conference on Robot Learning (CoRL), 2023 (oral presentation, 6.6% acceptance rate)
    [Paper] [Project Overview]

  • Asynchronous, Option-Based Multi-Agent Policy Gradient: A Conditional Reasoning Approach
    Xubo Lyu, Amin Banitalebi-Dehkordi, Mo Chen, Yong Zhang
    IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2023
    [Paper] [Project Overview]

2021

  • MBB: Model-Based Baseline for Global Guidance of Model-Free Reinforcement Learning via Lower-Dimensional Solutions
    Xubo Lyu, Site Li, Seth Siriya, Ye Pu, Mo Chen
    arXiv preprint 2021
    [Paper] [Project Overview]

2020

  • TTR-Based Reward for Reinforcement Learning with Implicit Model Priors
    Xubo Lyu, Mo Chen
    IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2020, pp. 5484-5489
    [Paper] [Project Overview]