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• Directed Exploration in PAC Model-Free Reinforcement Learning
  2018 · 2 citations
• Learning Uncertainty-Aware Temporally-Extended Actions
  2024 · 1 citations
• Multi-Step Likelihood-Ratio Correction for Reinforcement Learning with Verifiable Rewards
  2026
• Latent Representation Alignment for Offline Goal-Conditioned Reinforcement Learning
  2026
• Variance-Adaptive Optimal Algorithm for Reinforcement Learning with Multinomial Logit Function Approximation
  2026
• Unified Framework of Distributional Regret in Multi-Armed Bandits and Reinforcement Learning
  2026
• Peng's Q($λ$) for Conservative Value Estimation in Offline Reinforcement Learning
  2026
• Preference-based Reinforcement Learning beyond Pairwise Comparisons: Benefits of Multiple Options
  2025
• Minimax Optimal Reinforcement Learning with Quasi-Optimism
  2025
• Combinatorial Reinforcement Learning with Preference Feedback