exploration bonus

Unified Framework of Distributional Regret in Multi-Armed Bandits and Reinforcement Learning COLT 2026 Beyond-Expert Performance with Limited Demonstrations: Efficient Imitation Learning with Double Exploration ICLR 2025 BILE: An Effective Behavior-based Latent Exploration Scheme for Deep Reinforcement Learning IJCAI 2025 Exploratory Preference Optimization: Harnessing Implicit Q*-Approximation for Sample-Efficient RLHF ICLR 2025 Information-Based Exploration via Random Features for Reinforcement Learning ACML 2025 Minimax Optimal Reinforcement Learning with Quasi-Optimism ICLR 2025 Online Episodic Convex Reinforcement Learning ICML 2025 Exploration by Learning Diverse Skills through Successor State Representations NeurIPS 2024 Improving Intrinsic Exploration by Creating Stationary Objectives ICLR 2024 Random Latent Exploration for Deep Reinforcement Learning ICML 2024 Rethinking Exploration in Reinforcement Learning with Effective Metric-Based Exploration Bonus NeurIPS 2024 A Study of Global and Episodic Bonuses for Exploration in Contextual MDPs ICML 2023 Efficient Exploration in Resource-Restricted Reinforcement Learning AAAI 2023 Efficient Potential-based Exploration in Reinforcement Learning using Inverse Dynamic Bisimulation Metric NeurIPS 2023 Exploration via Epistemic Value Estimation AAAI 2023 Flipping Coins to Estimate Pseudocounts for Exploration in Reinforcement Learning ICML 2023 Guiding Pretraining in Reinforcement Learning with Large Language Models ICML 2023 Near-Optimal Differentially Private Reinforcement Learning AISTATS 2023 Optimistic Exploration with Learned Features Provably Solves Markov Decision Processes with Neural Dynamics ICLR 2023 Exploration-Guided Reward Shaping for Reinforcement Learning under Sparse Rewards NeurIPS 2022 Exploration via Elliptical Episodic Bonuses NeurIPS 2022 How to Stay Curious while avoiding Noisy TVs using Aleatoric Uncertainty Estimation ICML 2022 Improving Intrinsic Exploration with Language Abstractions NeurIPS 2022 Offline Reinforcement Learning as Anti-exploration AAAI 2022 Redeeming intrinsic rewards via constrained optimization NeurIPS 2022