exploration exploitation

A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement ACL 2026 Taming the Monster Every Context: Complexity Measure and Unified Framework for Offline-Oracle Efficient Contextual Bandits COLT 2026 VEG: Verbal 𝜖-greedy for Semantic Exploration in Multi-Turn RL Agents ACL 2026 Active Reinforcement Learning Strategies for Offline Policy Improvement AAAI 2025 An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals ACL 2025 A Safe Bayesian Learning Algorithm for Constrained MDPs with Bounded Constraint Violation AISTATS 2025 Asymptotic Extinction in Large Coordination Games AAAI 2025 Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation AAAI 2025 Batch Ensemble for Variance Dependent Regret in Stochastic Bandits AAAI 2025 Brain Bandit: A Biologically Grounded Neural Network for Efficient Control of Exploration ICLR 2025 Highly Efficient Self-Adaptive Reward Shaping for Reinforcement Learning ICLR 2025 HR-Bandit: Human-AI Collaborated Linear Recourse Bandit AISTATS 2025 Multiple Trade-offs: An Improved Approach for Lexicographic Linear Bandits AAAI 2025 Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning CVPR 2025 Dynamic Service Fee Pricing under Strategic Behavior: Actions as Instruments and Phase Transition NeurIPS 2024 Instance-aware Exploration-Verification-Exploitation for Instance ImageGoal Navigation CVPR 2024 Model-based Policy Optimization under Approximate Bayesian Inference AISTATS 2024 Online Learning of Delayed Choices NeurIPS 2024 Two-Stage Evolutionary Reinforcement Learning for Enhancing Exploration and Exploitation AAAI 2024 A Partially Observable Monte Carlo Planning Algorithm Based on Path Modification ACML 2023 Concurrent Constrained Optimization of Unknown Rewards for Multi-Robot Task Allocation RSS 2023 Online Reinforcement Learning in Stochastic Continuous-Time Systems COLT 2023 Surveillance Evasion Through Bayesian Reinforcement Learning AISTATS 2023 Bayesian Optimistic Optimization: Optimistic Exploration for Model-based Reinforcement Learning NeurIPS 2022 Expected Improvement for Contextual Bandits NeurIPS 2022