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Shreyash Arya

1 accepted papers

2024

B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable

NeurIPS 2024poster

B-cos Networks have been shown to be effective for obtaining highly human interpretable explanations of model decisions by architecturally enforcing stronger alignment between inputs and weight. B-cos variants of convolutional networks (CNNs) and vision transformers (ViTs), which primarily replace l…