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cs.DB2019
Capuchin: Causal Database Repair for Algorithmic Fairness
Babak Salimi, Luke Rodriguez, Bill Howe +1
Fairness is increasingly recognized as a critical component of machine learning systems. However, it is the underlying data on which these systems are trained that often reflect di…
cs.LG2019
JECL: Joint Embedding and Cluster Learning for Image-Text Pairs
Sean T. Yang, Kuan-Hao Huang, Bill Howe
We propose JECL, a method for clustering image-caption pairs by training parallel encoders with regularized clustering and alignment objectives, simultaneously learning both repres…