no code implementations • 22 Jun 2023 • Ian E. Nielsen, Erik Grundeland, Joseph Snedeker, Ghulam Rasool, Ravi P. Ramachandran
Feature visualization is used to visualize learned features for black box machine learning models.
no code implementations • 15 Mar 2023 • Ian E. Nielsen, Ravi P. Ramachandran, Nidhal Bouaynaya, Hassan M. Fathallah-Shaykh, Ghulam Rasool
The expansion of explainable artificial intelligence as a field of research has generated numerous methods of visualizing and understanding the black box of a machine learning model.
no code implementations • 28 Apr 2022 • Sabeen Ahmed, Ian E. Nielsen, Aakash Tripathi, Shamoon Siddiqui, Ghulam Rasool, Ravi P. Ramachandran
Transformer architecture has widespread applications, particularly in Natural Language Processing and computer vision.
no code implementations • 23 Jul 2021 • Ian E. Nielsen, Dimah Dera, Ghulam Rasool, Nidhal Bouaynaya, Ravi P. Ramachandran
Later, we discuss how gradient-based methods can be evaluated for their robustness and the role that adversarial robustness plays in having meaningful explanations.