@article{geometricpropertiesandgraphbased, title = {Geometric Properties and Graph-Based Optimization of Neural Networks: Addressing Non-Linearity, Dimensionality, and Scalability}, author = {Michael Wienczkowski and Addisu Desta and Paschal Ugochukwu}, year = {2025}, eprint = {2503.05761}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.05761v1}, }