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Meghna P. Ayyar

2 papers hereh-index 335 citations11 works total

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

author position
  • first author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.CV2

identity via Semantic Scholar / OpenAlex

most citedWhite Box Methods for Explanations of Convolutional Neural Networks in Image Classification Tasks

30 citations · 30 across the 1 of their papers we have counts for

collaborators

2 papers

cs.CV2025

There is More to Attention: Statistical Filtering Enhances Explanations in Vision Transformers

Meghna P Ayyar, Jenny Benois-Pineau, Akka Zemmari

Explainable AI (XAI) has become increasingly important with the rise of large transformer models, yet many explanation methods designed for CNNs transfer poorly to Vision Transform…

cs.CV2021★ 30 cited

White Box Methods for Explanations of Convolutional Neural Networks in Image Classification Tasks

Meghna P Ayyar, Jenny Benois-Pineau, Akka Zemmari

In recent years, deep learning has become prevalent to solve applications from multiple domains. Convolutional Neural Networks (CNNs) particularly have demonstrated state of the ar…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.