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discount factor

31 papers

Papers

A Reduction Framework for Distributionally Robust Reinforcement Learning under Average Reward ICML 2025 On Shallow Planning Under Partial Observability AAAI 2025 Sample Complexity of the Linear Quadratic Regulator: A Reinforcement Learning Lens JMLR 2025 Should Decision-Makers Reveal Classifiers in Online Strategic Classification? ICML 2025 Imitation Learning from Observation with Automatic Discount Scheduling ICLR 2024 On the uniqueness of solution for the Bellman equation of LTL objectives L4DC 2024 Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs NeurIPS 2024 Correcting discount-factor mismatch in on-policy policy gradient methods ICML 2023 Optimal Convergence Rate for Exact Policy Mirror Descent in Discounted Markov Decision Processes NeurIPS 2023 Reducing Blackwell and Average Optimality to Discounted MDPs via the Blackwell Discount Factor NeurIPS 2023 Robust Average-Reward Markov Decision Processes AAAI 2023 On the Role of Discount Factor in Offline Reinforcement Learning ICML 2022 PID Accelerated Value Iteration Algorithm ICML 2021 State-Wise Adaptive Discounting from Experience (SADE): A Novel Discounting Scheme for Reinforcement Learning (Student Abstract) AAAI 2021 Taylor Expansion of Discount Factors ICML 2021 Discount Factor as a Regularizer in Reinforcement Learning ICML 2020 Solving Discounted Stochastic Two-Player Games with Near-Optimal Time and Sample Complexity AISTATS 2020 Off-Policy Deep Reinforcement Learning by Bootstrapping the Covariate Shift AAAI 2019 Optimal Pricing in Repeated Posted-Price Auctions with Different Patience of the Seller and the Buyer NeurIPS 2019 Per-Decision Option Discounting ICML 2019 Rethinking the Discount Factor in Reinforcement Learning: A Decision Theoretic Approach AAAI 2019 Separating value functions across time-scales ICML 2019 Using a Logarithmic Mapping to Enable Lower Discount Factors in Reinforcement Learning NeurIPS 2019 On the Use of Non-Stationary Strategies for Solving Two-Player Zero-Sum Markov Games AISTATS 2016 Optimistic Gittins Indices NeurIPS 2016