← Keywords

sample efficiency

469 papers

Explore in graph

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

Guiding Multi-Step Rearrangement Tasks with Natural Language Instructions CORL 2021
PC-MLP: Model-based Reinforcement Learning with Policy Cover Guided Exploration ICML 2021
Bayesian Optimization with High-Dimensional Outputs NIPS 2021
Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks ICML 2021
Theoretically Principled Deep RL Acceleration via Nearest Neighbor Function Approximation AAAI 2021
Interactive Learning from Activity Description ICML 2021
Stochastic Policy Optimization with Heuristic Information for Robot Learning CORL 2021
Robust Model-based Reinforcement Learning for Autonomous Greenhouse Control ACML 2021
Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee NIPS 2021
`Less Than One'-Shot Learning: Learning N Classes From M < N Samples AAAI 2021
Principled Exploration via Optimistic Bootstrapping and Backward Induction ICML 2021
Modularity in Reinforcement Learning via Algorithmic Independence in Credit Assignment ICML 2021
Scaling Multi-Agent Reinforcement Learning with Selective Parameter Sharing ICML 2021
Phasic Policy Gradient ICML 2021
Self-Paced Context Evaluation for Contextual Reinforcement Learning ICML 2021
Sparse Feature Selection Makes Batch Reinforcement Learning More Sample Efficient ICML 2021
Prioritized Level Replay ICML 2021
Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning ICML 2021
On Effective Scheduling of Model-based Reinforcement Learning NIPS 2021
Stabilizing Deep Q-Learning with ConvNets and Vision Transformers under Data Augmentation NIPS 2021
PixL2R: Guiding Reinforcement Learning Using Natural Language by Mapping Pixels to Rewards CORL 2020
Reinforcement Learning with Videos: Combining Offline Observations with Interaction CORL 2020
Augmenting GAIL with BC for sample efficient imitation learning CORL 2020
Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems EMNLP 2020
Combating False Negatives in Adversarial Imitation Learning (Student Abstract) AAAI 2020