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Policy Learning

2,076 papers

Papers per year

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23
216
153
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Papers

A Provably-Efficient Model-Free Algorithm for Infinite-Horizon Average-Reward Constrained Markov Decision Processes AAAI 2022
Fully Adaptive Framework: Neural Computerized Adaptive Testing for Online Education AAAI 2022
Planning with Participation Constraints AAAI 2022
Inferring Lexicographically-Ordered Rewards from Preferences AAAI 2022
Context-Specific Representation Abstraction for Deep Option Learning AAAI 2022
Admissible Policy Teaching through Reward Design AAAI 2022
Differentially Private Regret Minimization in Episodic Markov Decision Processes AAAI 2022
Reinforcement Learning with Stochastic Reward Machines AAAI 2022
Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes AAAI 2022
Smoothing Advantage Learning AAAI 2022
Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods AAAI 2022
Same State, Different Task: Continual Reinforcement Learning without Interference AAAI 2022
Learning Adversarial Markov Decision Processes with Delayed Feedback AAAI 2022
Episodic Policy Gradient Training AAAI 2022
Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization AAAI 2022
Constraint Sampling Reinforcement Learning: Incorporating Expertise for Faster Learning AAAI 2022
Unsupervised Reinforcement Learning in Multiple Environments AAAI 2022
Online Apprenticeship Learning AAAI 2022
Reward-Weighted Regression Converges to a Global Optimum AAAI 2022
Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022
Policy Optimization with Stochastic Mirror Descent AAAI 2022
Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022
Robust Action Gap Increasing with Clipped Advantage Learning AAAI 2022
Adaptive Pairwise Weights for Temporal Credit Assignment AAAI 2022
MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022