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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

Sample Efficient Grasp Learning Using Equivariant Models RSS 2022
Dynamic Sparse Training for Deep Reinforcement Learning IJCAI 2022
Making Linear MDPs Practical via Contrastive Representation Learning ICML 2022
The Primacy Bias in Deep Reinforcement Learning ICML 2022
Delayed Reinforcement Learning by Imitation ICML 2022
Efficient and Stable Off-policy Training via Behavior-aware Evolutionary Learning CORL 2022
Interactively Learning Preference Constraints in Linear Bandits ICML 2022
Policy Optimization with Stochastic Mirror Descent AAAI 2022
Efficient Continuous Control with Double Actors and Regularized Critics AAAI 2022
The Importance of Non-Markovianity in Maximum State Entropy Exploration ICML 2022
Phasic Self-Imitative Reduction for Sparse-Reward Goal-Conditioned Reinforcement Learning ICML 2022
On the Role of Discount Factor in Offline Reinforcement Learning ICML 2022
Temporal Difference Learning for Model Predictive Control ICML 2022
Efficient learning of nonlinear prediction models with time-series privileged information NIPS 2022
Contrastive Inductive Bias Controlling Networks for Reinforcement Learning ACML 2022
Provably Efficient Offline Reinforcement Learning for Partially Observable Markov Decision Processes ICML 2022
Generalized Data Distribution Iteration ICML 2022
Reinforcement Learning from Partial Observation: Linear Function Approximation with Provable Sample Efficiency ICML 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022
Skill-based Model-based Reinforcement Learning CORL 2022
Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks ICML 2022
Multi-objective Bayesian optimization over high-dimensional search spaces UAI 2022
Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble IJCAI 2022
Equivariant Transporter Network RSS 2022
Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization NIPS 2022