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Policy Learning

2068 directly classified papers

Papers per year

Papers

Goal Recognition as Reinforcement Learning AAAI 2022
Improved Algorithms for Misspecified Linear Markov Decision Processes AISTATS 2022
A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation NIPS 2022
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning NIPS 2022
How to Reduce Action Space for Planning Domains? (Student Abstract) AAAI 2022
Exponential Family Model-Based Reinforcement Learning via Score Matching NIPS 2022
On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction AISTATS 2022
Reinforcement Learning Explainability via Model Transforms (Student Abstract) AAAI 2022
Robust Anytime Learning of Markov Decision Processes NIPS 2022
Data augmentation for efficient learning from parametric experts NIPS 2022
PALMER: Perception - Action Loop with Memory for Long-Horizon Planning NIPS 2022
Confident Approximate Policy Iteration for Efficient Local Planning in $q^\pi$-realizable MDPs NIPS 2022
Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal Reasoning NIPS 2022
Robust Action Gap Increasing with Clipped Advantage Learning AAAI 2022
Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning NIPS 2022
CUP: Critic-Guided Policy Reuse NIPS 2022
Reward-Weighted Regression Converges to a Global Optimum AAAI 2022
Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022
Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022
Adaptive Pairwise Weights for Temporal Credit Assignment AAAI 2022
Non-Markovian Reward Modelling from Trajectory Labels via Interpretable Multiple Instance Learning NIPS 2022
Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization AAAI 2022
Constraint Sampling Reinforcement Learning: Incorporating Expertise for Faster Learning AAAI 2022
Episodic Policy Gradient Training AAAI 2022
Unsupervised Reinforcement Learning in Multiple Environments AAAI 2022