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Abhilekha Dalal

9 papers hereh-index 480 citations21 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author6
  • middle author2

Across the 8 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LG4
  • cs.AI2
  • cs.CV1
  • cs.DB1
  • eess.IV1

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedOn the Value of Labeled Data and Symbolic Methods for Hidden Neuron Activation Analysis

5 citations · 5 across the 7 of their papers we have counts for

collaborators
Showing 2024Show all

4 papers · 1 filter

cs.AI2024

The KnowWhereGraph Ontology

Cogan Shimizu, Shirly Stephe, Adrita Barua +21

KnowWhereGraph is one of the largest fully publicly available geospatial knowledge graphs. It includes data from 30 layers on natural hazards (e.g., hurricanes, wildfires), climate…

cs.LG2024

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…

cs.LG2024

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…

cs.AI2024★ 5 cited

On the Value of Labeled Data and Symbolic Methods for Hidden Neuron Activation Analysis

Abhilekha Dalal, Rushrukh Rayan, Adrita Barua +3

A major challenge in Explainable AI is in correctly interpreting activations of hidden neurons: accurate interpretations would help answer the question of what a deep learning syst…

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