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Blocking Bandits

NeurIPS, pp.4785-4794, (2019)

Cited by: 2|Views46
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Abstract

We consider a novel stochastic multi-armed bandit setting, where playing an arm makes it unavailable for a fixed number of time slots thereafter. This models situations where reusing an arm too often is undesirable (e.g. making the same product recommendation repeatedly) or infeasible (e.g. compute job scheduling on machines). We show tha...More

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Author
Soumya Basu
Soumya Basu
Rajat Sen
Rajat Sen
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