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• Deep Reinforcement Learning amidst Lifelong Non-Stationarity
  2020 · 26 citations
• Network Offloading Policies for Cloud Robotics: a Learning-based Approach
  2019 · 15 citations
• Hybrid Multi-agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems
  2022 · 6 citations
• Graph Reinforcement Learning for Network Control via Bi-Level Optimization
  2023 · 6 citations
• Risk-Sensitive Soft Actor-Critic for Robust Deep Reinforcement Learning under Distribution Shifts
  2024 · 1 citations
• Target-Aligned Reinforcement Learning
  2026
• Robo-taxi Fleet Coordination at Scale via Reinforcement Learning
  2025
• BaRC: Backward Reachability Curriculum for Robotic Reinforcement Learning
  2018
• Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems
  2021
• Offline Hierarchical Reinforcement Learning via Inverse Optimization
  2024