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transition function

12 papers

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markov decision process (3) regret bound (2) reward function (2) model-based reinforcement learning (2) regret minimization (2) reinforcement learning (2) holder smoothness (1) probabilistic program (1) decision diagram (1) belief state representation (1)

Papers

LLM-Guided Probabilistic Program Induction for POMDP Model Estimation CoRL 2025 Mastering Board Games by External and Internal Planning with Language Models ICML 2025 The Indoor-Training Effect: Unexpected Gains from Distribution Shifts in the Transition Function AAAI 2025 Contrastive Representation for Data Filtering in Cross-Domain Offline Reinforcement Learning ICML 2024 Low-rank MDPs with Continuous Action Spaces AISTATS 2024 Robust Model Based Reinforcement Learning Using L_1 Adaptive Control ICLR 2024 Zero-Shot Reinforcement Learning via Function Encoders ICML 2024 Logarithmic regret in communicating MDPs: Leveraging known dynamics with bandits ACML 2023 Towards Safe Reinforcement Learning via OOD Dynamics Detection in Autonomous Driving System (Student Abstract) AAAI 2023 Variational Latent Branching Model for Off-Policy Evaluation ICLR 2023 Near-optimal Regret Bounds for Stochastic Shortest Path ICML 2020 A generic approach to planning in the presence of incomplete information: Theory and implementation (Extended Abstract) IJCAI 2017