@article{interpretabilityascompressionreconsideri, title = {Interpretability as Compression: Reconsidering SAE Explanations of Neural Activations with MDL-SAEs}, author = {Kola Ayonrinde and Michael T. Pearce and Lee Sharkey}, year = {2024}, eprint = {2410.11179}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2410.11179v1}, }