@article{understandingsparseautoencoderscalingint, title = {Understanding sparse autoencoder scaling in the presence of feature manifolds}, author = {Eric J. Michaud and Liv Gorton and Tom McGrath}, year = {2025}, eprint = {2509.02565}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.02565}, }