Subgroup Invariant Perturbation for Unbiased Pre-Trained Model Prediction

Modern deep learning systems have achieved unparalleled success and several applications have significantly benefited due to these technological advancements. However, these systems have also shown vulnerabilities with strong implications on the fairness and trustability of such systems. Among these...

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Bibliographic Details
Main Authors: Puspita Majumdar, Saheb Chhabra, Richa Singh, Mayank Vatsa
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-02-01
Series:Frontiers in Big Data
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fdata.2020.590296/full