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Exploration-Exploitation

154 directly classified papers

Papers per year

Papers

Non-Stationary Bandits under Recharging Payoffs: Improved Planning with Sublinear Regret NIPS 2022
Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-profits in Improving Maternal and Child Health AAAI 2022
Planning to the Information Horizon of BAMDPs via Epistemic State Abstraction NIPS 2022
Multi-Fidelity Best-Arm Identification NIPS 2022
Context Uncertainty in Contextual Bandits with Applications to Recommender Systems AAAI 2022
Instance-Sensitive Algorithms for Pure Exploration in Multinomial Logit Bandit AAAI 2022
Spending Thinking Time Wisely: Accelerating MCTS with Virtual Expansions NIPS 2022
Stochastic Goal Recognition Design Problems with Suboptimal Agents AAAI 2022
Single-pass Streaming Lower Bounds for Multi-armed Bandits Exploration with Instance-sensitive Sample Complexity NIPS 2022
Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments NIPS 2022
Modeling Human Exploration Through Resource-Rational Reinforcement Learning NIPS 2022
A Near-Optimal Best-of-Both-Worlds Algorithm for Online Learning with Feedback Graphs NIPS 2022
Non-stationary Bandits with Knapsacks NIPS 2022
Pareto Optimal Model Selection in Linear Bandits AISTATS 2022
An Asymptotically Optimal Batched Algorithm for the Dueling Bandit Problem NIPS 2022
Incentivizing Combinatorial Bandit Exploration NIPS 2022
Near Instance Optimal Model Selection for Pure Exploration Linear Bandits AISTATS 2022
(Almost) Free Incentivized Exploration from Decentralized Learning Agents NIPS 2021
Differentially Private Multi-Armed Bandits in the Shuffle Model NIPS 2021
Bandits with Knapsacks beyond the Worst Case NIPS 2021
Recurrent Submodular Welfare and Matroid Blocking Semi-Bandits NIPS 2021
Combinatorial Pure Exploration with Bottleneck Reward Function NIPS 2021
A unified framework for bandit multiple testing NIPS 2021
Breaking the Sample Complexity Barrier to Regret-Optimal Model-Free Reinforcement Learning NIPS 2021
Bandit Phase Retrieval NIPS 2021