Search Results for author: Ashwin Bhat

Found 2 papers, 0 papers with code

Non-Uniform Interpolation in Integrated Gradients for Low-Latency Explainable-AI

no code implementations22 Feb 2023 Ashwin Bhat, Arijit Raychowdhury

Integrated Gradients (IG) is a popular XAI algorithm that attributes relevance scores to input features commensurate with their contribution to the model's output.

Explainable Artificial Intelligence (XAI)

Gradient Backpropagation based Feature Attribution to Enable Explainable-AI on the Edge

no code implementations19 Oct 2022 Ashwin Bhat, Adou Sangbone Assoa, Arijit Raychowdhury

In this work, we first analyze the dataflow of gradient backpropagation based feature attribution algorithms to determine the resource overhead required over inference.

Explainable Artificial Intelligence (XAI)

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