AI security research shows biased attack-to-defense ratios, with attacks evaluated under favorable conditions and defenses under stricter standards, resulting in a call to better incentivize defense work.
Membership Inference Attacks on Machine Learning: A Survey.ACM Computing Surveys (CSUR), 54(11s):1–37, 2022
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AI Security Research Should Better Incentivize Defense Research
AI security research shows biased attack-to-defense ratios, with attacks evaluated under favorable conditions and defenses under stricter standards, resulting in a call to better incentivize defense work.