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Policy Learning

2068 directly classified papers

Papers per year

Papers

Modeling Strong and Human-Like Gameplay with KL-Regularized Search ICML 2022
Improved No-Regret Algorithms for Stochastic Shortest Path with Linear MDP ICML 2022
Understanding the Limits of Poisoning Attacks in Episodic Reinforcement Learning IJCAI 2022
LAPO: Latent-Variable Advantage-Weighted Policy Optimization for Offline Reinforcement Learning NIPS 2022
Explicable Policy Search NIPS 2022
Reward-Weighted Regression Converges to a Global Optimum 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
Smoothing Advantage Learning AAAI 2022
Episodic Policy Gradient Training AAAI 2022
Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization AAAI 2022
Regret Bounds for Risk-Sensitive Reinforcement Learning NIPS 2022
Reinforcement Learning with Stochastic Reward Machines AAAI 2022
Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022
Recursive Reinforcement Learning NIPS 2022
Differentially Private Regret Minimization in Episodic Markov Decision Processes AAAI 2022
Composing Ci with Reinforced Non-autoregressive Text Generation EMNLP 2022
Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering EMNLP 2022
Reinforced Question Rewriting for Conversational Question Answering EMNLP 2022
Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes AAAI 2022
Constraint Sampling Reinforcement Learning: Incorporating Expertise for Faster Learning AAAI 2022
DNA: Proximal Policy Optimization with a Dual Network Architecture NIPS 2022
A POMDP Dialogue Policy with 3-way Grounding and Adaptive Sensing for Learning through Communication EMNLP 2022
Giving Feedback on Interactive Student Programs with Meta-Exploration NIPS 2022
Near Optimality of Finite Memory Feedback Policies in Partially Observed Markov Decision Processes JMLR 2022