sample efficiency

WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment NeurIPS 2024 TACO: Temporal Latent Action-Driven Contrastive Loss for Visual Reinforcement Learning NeurIPS 2023 A case for reframing automated medical image classification as segmentation NeurIPS 2023 Active Policy Improvement from Multiple Black-box Oracles ICML 2023 Adaptive Policy Learning for Offline-to-Online Reinforcement Learning AAAI 2023 A Data-efficient Neural ODE Framework for Optimal Control of Soft Manipulators CoRL 2023 A General Framework for Sample-Efficient Function Approximation in Reinforcement Learning ICLR 2023 A Generalizable Physics-informed Learning Framework for Risk Probability Estimation L4DC 2023 An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning ICML 2023 A Reduction-based Framework for Sequential Decision Making with Delayed Feedback NeurIPS 2023 Are Sample-Efficient NLP Models More Robust? ACL 2023 A trajectory is worth three sentences: multimodal transformer for offline reinforcement learning UAI 2023 Bayesian Optimisation of Functions on Graphs NeurIPS 2023 Become a Proficient Player with Limited Data through Watching Pure Videos ICLR 2023 Belief Projection-Based Reinforcement Learning for Environments with Delayed Feedback NeurIPS 2023 Bigger, Better, Faster: Human-level Atari with human-level efficiency ICML 2023 Blessing of Class Diversity in Pre-training AISTATS 2023 Boosting Multiagent Reinforcement Learning via Permutation Invariant and Permutation Equivariant Networks ICLR 2023 Cherry-Picking with Reinforcement Learning RSS 2023 CLAS: Coordinating Multi-Robot Manipulation with Central Latent Action Spaces L4DC 2023 Conditional abstraction trees for sample-efficient reinforcement learning UAI 2023 Continual Vision-based Reinforcement Learning with Group Symmetries CoRL 2023 Deep Off-Policy Iterative Learning Control L4DC 2023 Demonstrating A Walk in the Park: Learning to Walk in 20 Minutes With Model-Free Reinforcement Learning RSS 2023 DEP-RL: Embodied Exploration for Reinforcement Learning in Overactuated and Musculoskeletal Systems ICLR 2023