@article{contravariancetheorystrongalignmentformi, title = {Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks}, author = {Dan Yamins and Aran Nayebi}, year = {2026}, eprint = {2607.08561}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.08561}, }