conftrace_

optimal policy

93 papers

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Co-occurring keywords

reinforcement learning (4352) markov decision process (790) sample complexity (1169) regret bound (1926) generative model (2892) reward function (291) policy learning (702) online learning (1777) policy optimization (657) value function (295)

Papers

Efficient PAC Reinforcement Learning in Regular Decision Processes IJCAI 2021
Exponential Lower Bounds for Planning in MDPs With Linearly-Realizable Optimal Action-Value Functions ALT 2021
Lipschitz Lifelong Reinforcement Learning AAAI 2021
Inverse Reinforcement Learning From Like-Minded Teachers AAAI 2021
A Universal 2-state n-action Adaptive Management Solver AAAI 2021
Towards Tight Bounds on the Sample Complexity of Average-reward MDPs ICML 2021
First-Order Methods for Wasserstein Distributionally Robust MDP ICML 2021
Deciding What to Learn: A Rate-Distortion Approach ICML 2021
Primal-dual Learning for the Model-free Risk-constrained Linear Quadratic Regulator L4DC 2021
Automated Reasoning and Learning for Automated Payroll Management AAAI 2021
Task Scoping for Efficient Planning in Open Worlds (Student Abstract) AAAI 2020
Sublinear Optimal Policy Value Estimation in Contextual Bandits AISTATS 2020
Near-optimal Regret Bounds for Stochastic Shortest Path ICML 2020
Is Long Horizon RL More Difficult Than Short Horizon RL? NIPS 2020
Logarithmic Regret for Learning Linear Quadratic Regulators Efficiently ICML 2020
Estimating Q(s,s’) with Deep Deterministic Dynamics Gradients ICML 2020
Reinforcement Learning with Non-Markovian Rewards AAAI 2020
Learner-aware Teaching: Inverse Reinforcement Learning with Preferences and Constraints NIPS 2019
Exploration Conscious Reinforcement Learning Revisited ICML 2019
Optimal Policies for Observing Time Series and Related Restless Bandit Problems JMLR 2019
Determinantal Reinforcement Learning AAAI 2019
Provably Efficient Q-learning with Function Approximation via Distribution Shift Error Checking Oracle NIPS 2019
Almost Horizon-Free Structure-Aware Best Policy Identification with a Generative Model NIPS 2019
Near-Optimal Time and Sample Complexities for Solving Markov Decision Processes with a Generative Model NIPS 2018
Action-Constrained Markov Decision Processes With Kullback-Leibler Cost COLT 2018