2025. Adaptive-Tanh ReLU (AHReLU): A Novel Activation Function for Enhanced Convolutional Neural Network Performance. Punjab University Journal of Mathematics. 57, 5 (Nov. 2025), 591–611. DOI:https://doi.org/10.52280/gh9se897.