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There has been extensive research on developing defense techniques againstadversarial attacks; however, they have been mainly designed for specific modelfamilies or application domains, therefore, they cannot be easily extended.Based on the design philosophy of ensemble of diverse weak defenses, we proposeATHENA---a flexible and extensible framework for building generic yet effectivedefenses against adversarial attacks. We have conducted a comprehensiveempirical study to evaluate several realizations of ATHENA with four threatmodels including zero-knowledge, black-box, gray-box, and white-box. We alsoexplain (i) why diversity matters, (ii) the generality of the defenseframework, and (iii) the overhead costs incurred by ATHENA.

ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense