FaithfulSAE: Towards Capturing Faithful Features with Sparse Autoencoders without External Dataset Dependencies. - Seonglae Cho; Harryn Oh; Donghyun Lee; Luis Eduardo Rodrigues Vieira; Andrew Bermingham; Ziad El Sayed (CoRR, 2025)