Cascading bandits can be made robust to adversarial click corruption using multi-instance position-based elimination, with regret logarithmic in time and linear in the corruption budget.
An experimental comparison of click position-bias models
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Cascading Bandits Robust to Adversarial Corruptions
Cascading bandits can be made robust to adversarial click corruption using multi-instance position-based elimination, with regret logarithmic in time and linear in the corruption budget.