← 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

Reinforcement Learning with Latent Flow NIPS 2021
Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation NIPS 2021
Strategically efficient exploration in competitive multi-agent reinforcement learning UAI 2021
Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question Answering IJCNLP 2021
Learning to Reweight Imaginary Transitions for Model-Based Reinforcement Learning AAAI 2021
An Enhanced Advising Model in Teacher-Student Framework using State Categorization AAAI 2021
Deep Bayesian Quadrature Policy Optimization AAAI 2021
MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks IJCAI 2021
Data-Efficient Reinforcement Learning for Malaria Control IJCAI 2021
CLAIM: curriculum learning policy for influence maximization in unknown social networks UAI 2021
How Are Learned Perception-Based Controllers Impacted by the Limits of Robust Control? L4DC 2021
Variational Model-based Policy Optimization IJCAI 2021
A Sample-Efficient Algorithm for Episodic Finite-Horizon MDP with Constraints AAAI 2021
Cautious Bayesian Optimization for Efficient and Scalable Policy Search L4DC 2021
Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts IJCAI 2021
Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question Answering ACL 2021
Uncertainty-Aware Policy Optimization: A Robust, Adaptive Trust Region Approach AAAI 2021
Autonomous Reinforcement Learning via Subgoal Curricula NIPS 2021
Projected GANs Converge Faster NIPS 2021
Outside the Echo Chamber: Optimizing the Performative Risk ICML 2021
Compressed Maximum Likelihood ICML 2021
Muppet: Massive Multi-task Representations with Pre-Finetuning EMNLP 2021
Characterizing the Gap Between Actor-Critic and Policy Gradient ICML 2021
Instabilities of Offline RL with Pre-Trained Neural Representation ICML 2021
LTL2Action: Generalizing LTL Instructions for Multi-Task RL ICML 2021