arXiv Machine Learning By Ram S Iyer

Analysis of Information Theory for Explainable AI

Read the original on arXiv Machine Learning →

arXiv:2507. 09092v2 Announce Type: replace-cross Abstract: With the intervention of machine vision in our crucial day to day necessities including healthcare and automated power plants, attention has been drawn to the internal mechanisms of convolutional neural networks, and the reason why the network provides specific inferences.

Summary generated by The Flow from the publisher's feed. The full article lives at arXiv Machine Learning.

arXiv AI
Jul 3

Causal Explanations for Image Classifiers

arXiv:2411. 08875v4 Announce Type: replace Abstract: Existing algorithms for explaining the output of image classifiers use different definitions of explanations and a variety of techniques to find them.

By Hana Chockler, David A. Kelly, Daniel Kroening, Youcheng Sun