sample efficiency

On the Power of Context-Enhanced Learning in LLMs ICML 2025 Prioritized Generative Replay ICLR 2025 QMP: Q-switch Mixture of Policies for Multi-Task Behavior Sharing ICLR 2025 Reidentify: Context-Aware Identity Generation for Contextual Multi-Agent Reinforcement Learning ICML 2025 Reinforcement Learning with Intrinsically Motivated Feedback Graph for Lost-sales Inventory Control AISTATS 2025 Return Capping: Sample Efficient CVaR Policy Gradient Optimisation ICML 2025 Reward Adaptation via Q-Manipulation: Provably Beneficial Reward Function Transfer in Reinforcement Learning IJCAI 2025 Safety-Prioritizing Curricula for Constrained Reinforcement Learning ICLR 2025 Safety Through Reasoning: An Empirical Study of Reasoning Guardrail Models EMNLP 2025 Sample-Efficient Behavior Cloning Using General Domain Knowledge IJCAI 2025 Sample-Efficient Language Modeling with Linear Attention and Lightweight Enhancements EMNLP 2025 Scalable Acceleration for Classification-Based Derivative-Free Optimization AAAI 2025 Scale Down to Speed Up: Dynamic Data Selection for Reinforcement Learning EMNLP 2025 Scaling Trends in Language Model Robustness ICML 2025 Select before Act: Spatially Decoupled Action Repetition for Continuous Control ICLR 2025 Self-Consistent Model-based Adaptation for Visual Reinforcement Learning IJCAI 2025 SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning ICLR 2025 Single-Loop Federated Actor-Critic across Heterogeneous Environments AAAI 2025 Stabilizing and Accelerating Autofocus with Expert Trajectory Regularized Deep Reinforcement Learning CVPR 2025 Stay Hungry, Keep Learning: Sustainable Plasticity for Deep Reinforcement Learning ICML 2025 Stealing That Free Lunch: Exposing the Limits of Dyna-Style Reinforcement Learning ICML 2025 Steering Your Diffusion Policy with Latent Space Reinforcement Learning CoRL 2025 Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning ICLR 2025 Subgoal-Guided Policy Heuristic Search with Learned Subgoals ICML 2025 Task-driven Layerwise Additive Activation Intervention NAACL 2025