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cs.LG2026
Forward-Only Convolutional Neural Networks with Learnable Channel-Class Assignment
Mohammadnavid Ghader, Saeed Reza Kheradpisheh, Bahar Farahani +1
The Forward-Forward (FF) algorithm offers a biologically inspired alternative to backpropagation by replacing gradient-based credit assignment with local, forward-only objectives.…
cs.LG2025
Advanced Physics-Informed Neural Network with Residuals for Solving Complex Integral Equations
Mahdi Movahedian Moghaddam, Kourosh Parand, Saeed Reza Kheradpisheh
In this paper, we present the Residual Integral Solver Network (RISN), a novel neural network architecture designed to solve a wide range of integral and integro-differential equat…