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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 and Safe Deep Reinforcement Learning via Reset Deep Ensemble Agents NIPS 2023
VA-learning as a more efficient alternative to Q-learning ICML 2023
Revisiting the Linear-Programming Framework for Offline RL with General Function Approximation ICML 2023
Sample Efficient Reinforcement Learning in Mixed Systems through Augmented Samples and Its Applications to Queueing Networks NIPS 2023
Multiple-policy High-confidence Policy Evaluation AISTATS 2023
Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling ICML 2023
Belief Projection-Based Reinforcement Learning for Environments with Delayed Feedback NIPS 2023
Provably Efficient Algorithm for Nonstationary Low-Rank MDPs NIPS 2023
Learning Better with Less: Effective Augmentation for Sample-Efficient Visual Reinforcement Learning NIPS 2023
An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning ICML 2023
Simplified Temporal Consistency Reinforcement Learning ICML 2023
The Benefits of Model-Based Generalization in Reinforcement Learning ICML 2023
PPG Reloaded: An Empirical Study on What Matters in Phasic Policy Gradient ICML 2023
Live in the Moment: Learning Dynamics Model Adapted to Evolving Policy ICML 2023
Continual Vision-based Reinforcement Learning with Group Symmetries CORL 2023
Posterior Tracking Algorithm for Classification Bandits AISTATS 2023
Optimal Goal-Reaching Reinforcement Learning via Quasimetric Learning ICML 2023
Posterior Sampling for Deep Reinforcement Learning ICML 2023
A case for reframing automated medical image classification as segmentation NIPS 2023
EfficientOCR: An Extensible, Open-Source Package for Efficiently Digitizing World Knowledge EMNLP 2023
On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling and Beyond NIPS 2023
Equivariant Transporter Network RSS 2022
Sample Efficient Grasp Learning Using Equivariant Models RSS 2022
Mask-based Latent Reconstruction for Reinforcement Learning NIPS 2022
Exploration via Planning for Information about the Optimal Trajectory NIPS 2022