Growing Cosine Unit: A Novel Oscillatory Activation Function That Can Speedup Training and Reduce Parameters in Convolutional Neural Networks. - Mathew Mithra Noel; Arunkumar L; Advait Trivedi; Praneet Dutta (CoRR, 2021)

A new biologically inspired global optimization algorithm based on firebug reproductive swarming behaviour. - Mathew Mithra Noel; Venkataraman Muthiah-Nakarajan; Geraldine Bessie Amali; Advait Trivedi (Expert Syst. Appl., 2021)

Oscillating activation functions can improve the performance of convolutional neural networks. - Mathew Mithra Noel; Arunkumar L; Advait Trivedi; Praneet Dutta (Appl. Soft Comput., 2025)