Search Results for author: Arvindkumar Krishnakumar

Found 2 papers, 1 papers with code

Mitigating Bias in Visual Transformers via Targeted Alignment

no code implementations8 Feb 2023 Sruthi Sudhakar, Viraj Prabhu, Arvindkumar Krishnakumar, Judy Hoffman

We visualize the feature space of the transformer self-attention modules and discover that a significant portion of the bias is encoded in the query matrix.

Attribute Fairness

UDIS: Unsupervised Discovery of Bias in Deep Visual Recognition Models

1 code implementation29 Oct 2021 Arvindkumar Krishnakumar, Viraj Prabhu, Sruthi Sudhakar, Judy Hoffman

Deep learning models have been shown to learn spurious correlations from data that sometimes lead to systematic failures for certain subpopulations.

Clustering Image Classification

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