Alexander Caicedo

Neural Network Pruning Using Nonlinear Oblique Subspace Projections

2026

The increasing complexity of deep neural networks often leads to overparameterization, limiting their deployment in resource-constrained environments. This paper introduces a novel pruning methodology based on Nonlinear Oblique Subspace Projections (NObSP), an algorithm originally developed …