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finite-time guarantees

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reward function (1) optimal policy (1) actor-critic algorithm (1) preference-based reinforcement learning (1) dueling bandit (1) continuous domain (1) decentralized learning (1) finite-sample guarantee (1) deterministic sampling (1) probabilistic completeness (1)

Papers

Effective Sampling for Robot Motion Planning Through the Lens of Lattices RSS 2025 Learning to Coordinate in Multi-Agent Systems: A Coordinated Actor-Critic Algorithm and Finite-Time Guarantees L4DC 2022 Maximum-Likelihood Inverse Reinforcement Learning with Finite-Time Guarantees NeurIPS 2022 Preference-based Reinforcement Learning with Finite-Time Guarantees NeurIPS 2020 Simulated Annealing: Rigorous finite-time guarantees for optimization on continuous domains NeurIPS 2007