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Electronic Colloquium on Computational Complexity

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REPORTS > AUTHORS > GAL YONA:
All reports by Author Gal Yona:

TR20-176 | 26th November 2020
Cynthia Dwork, Michael Kim, Omer Reingold, Guy Rothblum, Gal Yona

Outcome Indistinguishability

Prediction algorithms assign numbers to individuals that are popularly understood as individual ``probabilities''---what is the probability of 5-year survival after cancer diagnosis?---and which increasingly form the basis for life-altering decisions. Drawing on an understanding of computational indistinguishability developed in complexity theory and cryptography, we introduce Outcome Indistinguishability. Predictors that are ... more >>>




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