@article{interpretablerewardmodelviasparseautoenc, title = {Interpretable Reward Model via Sparse Autoencoder}, author = {Shuyi Zhang and Wei Shi and Sihang Li and Jiayi Liao and Hengxing Cai and Xiang Wang}, year = {2025}, eprint = {2508.08746}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.08746}, }