@article{therewillbeascientifictheoryofdeeplearni, title = {There Will Be a Scientific Theory of Deep Learning}, author = {Jamie Simon and Daniel Kunin and Alexander Atanasov and Enric Boix-Adserà and Blake Bordelon and Jeremy Cohen and Nikhil Ghosh and Florentin Guth and Arthur Jacot and Mason Kamb and Dhruva Karkada and Eric J. Michaud and Berkan Ottlik and Joseph Turnbull}, year = {2026}, eprint = {2604.21691}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.21691}, }