@article{neuralnetworksasuniversalfinitestate1, title = {Neural Networks as Universal Finite-State Machines: A Constructive ReLU Simulation Framework for NFAs}, author = {Sahil Rajesh Dhayalkar}, year = {2025}, eprint = {2505.24110}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.24110v1}, }