sample-efficient learning

Analogical Structure, Minimal Contextual Cues and Contrastive Distractors: Input Design for Sample-Efficient Linguistic Rule Induction EACL 2026 PlannerRFT: Reinforcing Diffusion Planners through Closed-Loop and Sample-Efficient Fine-Tuning CVPR 2026 Deep Reinforcement Learning for Robotics: A Survey of Real-World Successes AAAI 2025 Single layer tiny Co4 outpaces GPT-2 and GPT-BERT EMNLP 2025 Findings of the Second BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora CoNLL 2024 HarmonyDream: Task Harmonization Inside World Models ICML 2024 Learning in Markov Games with Adaptive Adversaries: Policy Regret, Fundamental Barriers, and Efficient Algorithms NeurIPS 2024 On task-relevant loss functions in meta-reinforcement learning L4DC 2024 Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models EMNLP 2024 The Power of Resets in Online Reinforcement Learning NeurIPS 2024 Transformers can optimally learn regression mixture models ICLR 2024 WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment NeurIPS 2024 Enabling Efficient, Reliable Real-World Reinforcement Learning with Approximate Physics-Based Models CoRL 2023 Equivariant Reinforcement Learning under Partial Observability CoRL 2023 FastRLAP: A System for Learning High-Speed Driving via Deep RL and Autonomous Practicing CoRL 2023 No-regret Sample-efficient Bayesian Optimization for Finding Nash Equilibria with Unknown Utilities AISTATS 2023 Prototype-based HyperAdapter for Sample-Efficient Multi-task Tuning EMNLP 2023 Stochastic Contextual Bandits with Long Horizon Rewards AAAI 2023 Tight Guarantees for Interactive Decision Making with the Decision-Estimation Coefficient COLT 2023 UniFolding: Towards Sample-efficient, Scalable, and Generalizable Robotic Garment Folding CoRL 2023 Graph-Induced Transformers for Efficient Multi-Hop Question Answering EMNLP 2022 JueWu-MC: Playing Minecraft with Sample-efficient Hierarchical Reinforcement Learning IJCAI 2022 Option Transfer and SMDP Abstraction with Successor Features IJCAI 2022 Sample-Efficient Learning of Correlated Equilibria in Extensive-Form Games NeurIPS 2022 Sample-Efficient Reinforcement Learning of Partially Observable Markov Games NeurIPS 2022