← authors · overview

• Graph Reinforcement Learning for Network Control via Bi-Level Optimization
  2023 · 6 citations
• Towards Robust Deep Reinforcement Learning for Traffic Signal Control: Demand Surges, Incidents and Sensor Failures
  2019 · 3 citations
• Robustness of Reinforcement Learning-Based Traffic Signal Control under Incidents: A Comparative Study
  2025 · 1 citations
• Deep Reinforcement Learning for Day-to-day Dynamic Tolling in Tradable Credit Schemes
  2025 · 1 citations
• Competitive Multi-Operator Reinforcement Learning for Joint Pricing and Fleet Rebalancing in AMoD Systems
  2026
• A Bayesian latent class reinforcement learning framework to capture adaptive, feedback-driven travel behaviour
  2025
• Climate Surrogates for Scalable Multi-Agent Reinforcement Learning: A Case Study with CICERO-SCM
  2025
• Robo-taxi Fleet Coordination at Scale via Reinforcement Learning
  2025
• Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems
  2021
• Learning to Control Autonomous Fleets from Observation via Offline Reinforcement Learning
  2023
• Offline Hierarchical Reinforcement Learning via Inverse Optimization
  2024