Corrupted Multidimensional Binary Search: Learning in the Presence of Irrational Agents

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Abstract:

Standard game-theoretic formulations for settings like contextual pricing and security games assume that agents act in accordance with a specific behavioral model. In practice however, some agents may not prescribe to the dominant behavioral model or may act in ways that are arbitrarily inconsistent. Existing algorithms heavily depend o...More

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