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David Pal

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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) …

Hardness of Online Sleeping Combinatorial Optimization Problems

Satyen Kale, Chansoo Lee, David Pal

Neural Information Processing SystemsJan-20-2025, 07:04:49 GMT

We show that several online combinatorial optimization problems that admit efficient no-regret algorithms become computationally hard in the sleeping setting where a subset of actions becomes unavailable in each round. Specifically, we show that the sleeping versions of these problems are at least as hard as PAC learning DNF expressions, a long standing open problem.

algorithm, artificial intelligence, optimization problem, (14 more...)

Neural Information Processing Systems

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