@article{howarelinearrepresentationslearnedexacts, title = {How are linear representations learned? Exact solutions to the dynamics of abstraction}, author = {William W. Yang and Andrew M. Saxe and Peter E. Latham}, year = {2026}, eprint = {2607.08843}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.08843}, }