@article{towardsinterpretableandinferenceoptimalc, title = {Towards Interpretable and Inference-Optimal COT Reasoning with Sparse Autoencoder-Guided Generation}, author = {Daniel Zhao and Abhilash Shankarampeta and Lanxiang Hu and Tajana Rosing and Hao Zhang}, year = {2025}, eprint = {2510.01528}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.01528}, }