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Reinforcement Learning › Methods ›

Policy Learning

2,076 papers

Papers per year

23
23
216
153
'10
'15
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'25

Papers

TaSIL: Taylor Series Imitation Learning NIPS 2022
Learning Options via Compression NIPS 2022
Globally Convergent Policy Search for Output Estimation NIPS 2022
When to Update Your Model: Constrained Model-based Reinforcement Learning NIPS 2022
Mismatched No More: Joint Model-Policy Optimization for Model-Based RL NIPS 2022
Proximal Point Imitation Learning NIPS 2022
Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning 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
CUP: Critic-Guided Policy Reuse NIPS 2022
Non-Markovian Reward Modelling from Trajectory Labels via Interpretable Multiple Instance Learning NIPS 2022
Receding Horizon Inverse Reinforcement Learning NIPS 2022
Exponential Family Model-Based Reinforcement Learning via Score Matching NIPS 2022
Robust Anytime Learning of Markov Decision Processes NIPS 2022
A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation NIPS 2022
Myriad: a real-world testbed to bridge trajectory optimization and deep learning NIPS 2022
Robust Imitation via Mirror Descent Inverse Reinforcement Learning NIPS 2022
Distributional Reinforcement Learning for Risk-Sensitive Policies NIPS 2022
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning NIPS 2022
Data augmentation for efficient learning from parametric experts NIPS 2022
TarGF: Learning Target Gradient Field to Rearrange Objects without Explicit Goal Specification NIPS 2022
On Efficient Online Imitation Learning via Classification NIPS 2022
Efficient Risk-Averse Reinforcement Learning NIPS 2022
Global Convergence of Direct Policy Search for State-Feedback $\mathcal{H}_\infty$ Robust Control: A Revisit of Nonsmooth Synthesis with Goldstein Subdifferential NIPS 2022
Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments NIPS 2022