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sample efficiency

469 papers

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Co-occurring keywords

reinforcement learning (4122) deep reinforcement learning (903) model-based reinforcement learning (415) representation learning (6174) policy gradient (518) policy optimization (630) continuous control (246) off-policy learning (227) value function (294) imitation learning (741)

Papers

On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL NIPS 2022
Mask-based Latent Reconstruction for Reinforcement Learning NIPS 2022
Exploration via Planning for Information about the Optimal Trajectory NIPS 2022
A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation NIPS 2022
Provable Benefit of Multitask Representation Learning in Reinforcement Learning NIPS 2022
Efficient Risk-Averse Reinforcement Learning NIPS 2022
VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning NIPS 2022
Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning NIPS 2022
Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare NIPS 2022
Rethinking Value Function Learning for Generalization in Reinforcement Learning NIPS 2022
Efficient learning of nonlinear prediction models with time-series privileged information NIPS 2022
Policy Optimization with Stochastic Mirror Descent AAAI 2022
Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks AAAI 2022
Efficient Continuous Control with Double Actors and Regularized Critics AAAI 2022
Generalizing Reinforcement Learning through Fusing Self-Supervised Learning into Intrinsic Motivation AAAI 2022
Graph-Induced Transformers for Efficient Multi-Hop Question Answering EMNLP 2022
A Minimal Model for Compositional Generalization on gSCAN EMNLP 2022
A Benchmark for Compositional Visual Reasoning NIPS 2022
Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning NIPS 2022
When to Ask for Help: Proactive Interventions in Autonomous Reinforcement Learning NIPS 2022
Sample-Efficient Reinforcement Learning of Partially Observable Markov Games NIPS 2022
Object-Category Aware Reinforcement Learning NIPS 2022
Solving Complex Manipulation Tasks with Model-Assisted Model-Free Reinforcement Learning CORL 2022
On-Robot Learning With Equivariant Models CORL 2022
Hypernetworks in Meta-Reinforcement Learning CORL 2022