sample efficiency

What can online reinforcement learning with function approximation benefit from general coverage conditions? ICML 2023 SO(2)-Equivariant Reinforcement Learning ICLR 2022 A Benchmark for Compositional Visual Reasoning NeurIPS 2022 Accelerated Policy Learning with Parallel Differentiable Simulation ICLR 2022 Adversarially Regularized Policy Learning Guided by Trajectory Optimization L4DC 2022 A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation NeurIPS 2022 A Few More Examples May Be Worth Billions of Parameters EMNLP 2022 A Minimal Model for Compositional Generalization on gSCAN EMNLP 2022 An Alternate Policy Gradient Estimator for Softmax Policies AISTATS 2022 Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022 Computational-Statistical Gap in Reinforcement Learning COLT 2022 Concept Learning for Interpretable Multi-Agent Reinforcement Learning CoRL 2022 Confident Least Square Value Iteration with Local Access to a Simulator AISTATS 2022 Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning AAAI 2022 Constrained Policy Optimization via Bayesian World Models ICLR 2022 Contextual Information-Directed Sampling ICML 2022 Contrastive Inductive Bias Controlling Networks for Reinforcement Learning ACML 2022 C-Planning: An Automatic Curriculum for Learning Goal-Reaching Tasks ICLR 2022 Data-Efficient Model Learning for Control with Jacobian-Regularized Dynamic-Mode Decomposition CoRL 2022 Delayed Reinforcement Learning by Imitation ICML 2022 Deterministic and Discriminative Imitation (D2-Imitation): Revisiting Adversarial Imitation for Sample Efficiency AAAI 2022 DNS: Determinantal Point Process Based Neural Network Sampler for Ensemble Reinforcement Learning ICML 2022 Don’t Touch What Matters: Task-Aware Lipschitz Data Augmentation for Visual Reinforcement Learning IJCAI 2022 Dropout Q-Functions for Doubly Efficient Reinforcement Learning ICLR 2022 Dynamic Sparse Training for Deep Reinforcement Learning IJCAI 2022