Neural Path Features and Neural Path Kernel : Understanding the role of gates in deep learning. - Chandrashekar Lakshminarayanan; Amit Vikram Singh (NeurIPS, 2020)

Deep Gated Networks: A framework to understand training and generalisation in deep learning. - Chandrashekar Lakshminarayanan; Amit Vikram Singh (CoRR, 2020)

Disentangling deep neural networks with rectified linear units using duality. - Chandrashekar Lakshminarayanan; Amit Vikram Singh (CoRR, 2021)

Explicitising The Implicit Intrepretability of Deep Neural Networks Via Duality. - Chandrashekar Lakshminarayanan; Amit Vikram Singh; Arun Rajkumar (CoRR, 2022)