Publications

2025

  1. droev.pdf
    Distributionally Robust Aggregation of Electric Vehicle Flexibility
    Karan Mukhi, Chengrui Qu, Pengcheng You, and Alessandro Abate
    ACM HSCC, 2025
    arXiv
  2. settings.pdf
    Hybrid Transfer Reinforcement Learning: Provable Sample Efficiency From Shifted-dynamics Data
    Chengrui Qu, Laixi Shi, Kishan Panaganti, Pengcheng You, and Adam Wierman
    AISTATS (oral, top 2%), 2025
    arXiv
  3. dd_dro.pdf
    Decision-Dependent Distributionally Robust Optimization with Application to Dynamic Pricing
    Chengrui Qu, Huiwen Jia, and Pengcheng You
    IEEE CDC, 2025
    arXiv
  4. spidr.gif
    SPiDR: A Simple Approach for Zero-Shot Safety in Sim-to-Real Transfer
    Yarden As, Chengrui Qu, Benjamin Unger, Dongho Kang, Max Hart, Laixi Shi, Stelian Coros, Adam Wierman, and Andreas Krause
    NeurIPS, 2025
    arXiv
  5. drigm.pdf
    Distributionally Robust Cooperative Multi-Agent Reinforcement Learning via Robust Value Factorization
    Chengrui Qu, Kishan Panaganti, Christopher Yeh, and Adam Wierman
    In Submission to ICLR, 2025