Examining Changes in Internal Representations of Continual Learning Models Through Tensor Decomposition. - Nishant Suresh Aswani; Amira Guesmi; Muhammad Abdullah Hanif; Muhammad Shafique 001 (CoRR, 2024)

Exploring the Interplay of Interpretability and Robustness in Deep Neural Networks: A Saliency-guided Approach. - Amira Guesmi; Nishant Suresh Aswani; Muhammad Shafique 001 (CoRR, 2024)

Representing Neural Network Layers as Linear Operations via Koopman Operator Theory. - Nishant Suresh Aswani; Saif Eddin Jabari; Muhammad Shafique 001 (CoRR, 2024)

Koopman Autoencoders Learn Neural Representation Dynamics. - Nishant Suresh Aswani; Saif Eddin Jabari (CoRR, 2025)