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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

Concept Learning for Interpretable Multi-Agent Reinforcement Learning CORL 2022
Offline reinforcement learning under value and density-ratio realizability: The power of gaps UAI 2022
Visual Adversarial Imitation Learning using Variational Models NIPS 2021
"Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer CORL 2021
TempLe: Learning Template of Transitions for Sample Efficient Multi-task RL AAAI 2021
Going Beyond Linear RL: Sample Efficient Neural Function Approximation NIPS 2021
Model-Based Reinforcement Learning via Imagination with Derived Memory NIPS 2021
MADE: Exploration via Maximizing Deviation from Explored Regions NIPS 2021
Generalized Proximal Policy Optimization with Sample Reuse NIPS 2021
Functional Regularization for Reinforcement Learning via Learned Fourier Features NIPS 2021
Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model NIPS 2021
Solving Continuous Control with Episodic Memory IJCAI 2021
Improving Sample Efficiency in Model-Free Reinforcement Learning from Images AAAI 2021
Clipping Loops for Sample-Efficient Dialogue Policy Optimisation NAACL 2021
Sample Efficient Reinforcement Learning with REINFORCE AAAI 2021
Towards Sample Efficient Agents through Algorithmic Alignment (Student Abstract) AAAI 2021
Provably Safe PAC-MDP Exploration Using Analogies AISTATS 2021
Learning to Execute: Efficient Learning of Universal Plan-Conditioned Policies in Robotics NIPS 2021
Active Testing: Sample-Efficient Model Evaluation ICML 2021
EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL ICML 2021
Generalizable Episodic Memory for Deep Reinforcement Learning ICML 2021
SCRIPT: Self-Critic PreTraining of Transformers NAACL 2021
Auxiliary Tasks for Efficient Learning of Point-Goal Navigation WACV 2021
SideControl: Controlled Open-domain Dialogue Generation via Additive Side Networks EMNLP 2021
Hyperparameter Transfer Learning with Adaptive Complexity AISTATS 2021