@article{universalapproximationtheoremforasinglel, title = {Universal Approximation Theorem for a Single-Layer Transformer}, author = {Esmail Gumaan}, year = {2025}, eprint = {2507.10581}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.10581}, }