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• DSAC: Distributional Soft Actor-Critic for Risk-Sensitive Reinforcement Learning
  2020 · 30 citations
• Learning to Order for Inventory Systems with Lost Sales and Uncertain Supplies
  2022 · 14 citations
• Provably Efficient Reinforcement Learning with Aggregated States
  2019 · 12 citations
• Simple Agent, Complex Environment: Efficient Reinforcement Learning with Agent States
  2021 · 6 citations
• Doubly Robust Distributionally Robust Off-Policy Evaluation and Learning
  2022 · 2 citations
• Single-Trajectory Distributionally Robust Reinforcement Learning
  2023 · 1 citations
• Simulation-Based Benchmarking of Reinforcement Learning Agents for Personalized Retail Promotions
  2024 · 1 citations
• Concurrent Learning with Aggregated States via Randomized Least Squares Value Iteration
  2025
• Interpretable Personalization via Policy Learning with Linear Decision Boundaries
  2020
• Computational Benefits of Intermediate Rewards for Goal-Reaching Policy Learning
  2021
• Sample Complexity of Variance-reduced Distributionally Robust Q-learning
  2023
• On the Foundation of Distributionally Robust Reinforcement Learning
  2023
• Learning Optimal Distributionally Robust Stochastic Control in Continuous State Spaces
  2024