5 citations · 5 across the 7 of their papers we have counts for
4 papers · 1 filter
ConceptLens: from Pixels to Understanding
Abhilekha Dalal, Pascal Hitzler
ConceptLens is an innovative tool designed to illuminate the intricate workings of deep neural networks (DNNs) by visualizing hidden neuron activations. By integrating deep learnin…
Error-margin Analysis for Hidden Neuron Activation Labels
Abhilekha Dalal, Rushrukh Rayan, Pascal Hitzler
Understanding how high-level concepts are represented within artificial neural networks is a fundamental challenge in the field of artificial intelligence. While existing literatur…
Understanding CNN Hidden Neuron Activations Using Structured Background Knowledge and Deductive Reasoning
Abhilekha Dalal, Md Kamruzzaman Sarker, Adrita Barua +2
A major challenge in Explainable AI is in correctly interpreting activations of hidden neurons: accurate interpretations would provide insights into the question of what a deep lea…
Explaining Deep Learning Hidden Neuron Activations using Concept Induction
Abhilekha Dalal, Md Kamruzzaman Sarker, Adrita Barua +1
One of the current key challenges in Explainable AI is in correctly interpreting activations of hidden neurons. It seems evident that accurate interpretations thereof would provide…