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Jian QIAN

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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

Exploration Bonus for Regret Minimization in Discrete and Continuous Average Reward MDPs

Jian QIAN, Ronan Fruit, Matteo Pirotta, Alessandro Lazaric

Neural Information Processing SystemsJun-1-2025, 20:09:38 GMT

The exploration bonus is an effective approach to manage the explorationexploitation trade-off in Markov Decision Processes (MDPs). While it has been analyzed in infinite-horizon discounted and finite-horizon problems, we focus on designing and analysing the exploration bonus in the more challenging infinitehorizon undiscounted setting.

data mining, machine learning, reinforcement learning, (14 more...)

Neural Information Processing Systems

Country: North America > United States (0.46)

Technology:

Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (0.96)
Information Technology > Data Science > Data Mining (0.93)
Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Undirected Networks > Markov Models (0.48)

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