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Ameen Ali

2 accepted papers

2022

XAI for Transformers: Better Explanations through Conservative Propagation

ICML 2022spotlight

Transformers have become an important workhorse of machine learning, with numerous applications. This necessitates the development of reliable methods for increasing their transparency. Multiple interpretability methods, often based on gradient information, have been proposed. We show that the gradi…

2021

Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization

AAAI 2021technical

Neural network visualization techniques mark image locations by their relevancy to the network's classification. Existing methods are effective in highlighting the regions that affect the resulting classification the most. However, as we show, these methods are limited in their ability to identify t…