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Electronic Colloquium on Computational Complexity

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TR20-177 | 12th October 2020
Lior Gishboliner, Yevgeny Levanzov, Asaf Shapira

Counting Subgraphs in Degenerate Graphs

We consider the problem of counting the number of copies of a fixed graph $H$ within an input graph $G$. This is one of the most well-studied algorithmic graph problems, with many theoretical and practical applications. We focus on solving this problem when the input $G$ has {\em bounded degeneracy}. ... more >>>


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 >>>


TR20-175 | 24th November 2020
Emanuele Viola

Fourier conjectures, correlation bounds, and Majority

Revisions: 2

Recently several conjectures were made regarding the Fourier spectrum of low-degree polynomials. We show that these conjectures imply new correlation bounds for functions related to Majority. Then we prove several new results on correlation bounds which aim to, but don't, resolve the conjectures. In particular, we prove several new results ... more >>>



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