Low-rank sparse autoencoders: Unifying efficiency and geometric regularization for large language model interpretability

Jiajia Mu, Benying Tan, Jie Ren, Mingyu Guo, Chenchen Luo, Ruibin Bai. Low-rank sparse autoencoders: Unifying efficiency and geometric regularization for large language model interpretability. Inf. Sci., 755:123768, 2026. [doi]

Authors

Jiajia Mu

This author has not been identified. Look up 'Jiajia Mu' in Google

Benying Tan

This author has not been identified. Look up 'Benying Tan' in Google

Jie Ren

This author has not been identified. Look up 'Jie Ren' in Google

Mingyu Guo

This author has not been identified. Look up 'Mingyu Guo' in Google

Chenchen Luo

This author has not been identified. Look up 'Chenchen Luo' in Google

Ruibin Bai

This author has not been identified. Look up 'Ruibin Bai' in Google