← 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

Equivariant Transporter Network RSS 2022
Sample Efficient Grasp Learning Using Equivariant Models RSS 2022
DNS: Determinantal Point Process Based Neural Network Sampler for Ensemble Reinforcement Learning ICML 2022
Contextual Information-Directed Sampling ICML 2022
Prioritized Training on Points that are Learnable, Worth Learning, and not yet Learnt ICML 2022
The Importance of Non-Markovianity in Maximum State Entropy Exploration ICML 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022
Goal Consistency: An Effective Multi-Agent Cooperative Method for Multistage Tasks IJCAI 2022
Reinforcement Learning with Option Machines IJCAI 2022
Leveraging Class Abstraction for Commonsense Reinforcement Learning via Residual Policy Gradient Methods IJCAI 2022
Dynamic Sparse Training for Deep Reinforcement Learning IJCAI 2022
Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble IJCAI 2022
Don’t Touch What Matters: Task-Aware Lipschitz Data Augmentation for Visual Reinforcement Learning IJCAI 2022
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning AAAI 2022
Transformer with Memory Replay AAAI 2022
Optimistic Initialization for Exploration in Continuous Control AAAI 2022
Deterministic and Discriminative Imitation (D2-Imitation): Revisiting Adversarial Imitation for Sample Efficiency AAAI 2022
Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022
Invariant Action Effect Model for Reinforcement Learning AAAI 2022
Self-Adaptive Imitation Learning: Learning Tasks with Delayed Rewards from Sub-optimal Demonstrations AAAI 2022
Sample-Efficient Iterative Lower Bound Optimization of Deep Reactive Policies for Planning in Continuous MDPs AAAI 2022
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022
Perceiving the World: Question-guided Reinforcement Learning for Text-based Games ACL 2022
Planning for Sample Efficient Imitation Learning NIPS 2022
Reinforcement Learning in a Birth and Death Process: Breaking the Dependence on the State Space NIPS 2022