Search Results for author: Caleb Levy

Found 2 papers, 2 papers with code

Classic Graph Structural Features Outperform Factorization-Based Graph Embedding Methods on Community Labeling

1 code implementation • 20 Jan 2022 • Andrew Stolman, Caleb Levy, C. Seshadhri, Aneesh Sharma

In this work, we provide an empirical and theoretical analysis for the performance of a class of embeddings on the common task of pairwise community labeling.

Community Detection Graph Embedding +1

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Code

Fair Classification with Group-Dependent Label Noise

1 code implementation • 31 Oct 2020 • Jialu Wang, Yang Liu, Caleb Levy

We begin by presenting analytical results which show that naively imposing parity constraints on demographic disparity measures, without accounting for heterogeneous and group-dependent error rates, can decrease both the accuracy and the fairness of the resulting classifier.

Classification Fairness +1

Paper
Code

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