전체 전문분석자료

전문분석자료

Academic · 약 1분

Improving Robustness In Sparse Autoencoders via Masked Regularization

arXiv:2604.06495v1 Announce Type: new Abstract: Sparse autoencoders (SAEs) are widely used in mechanistic interpretability to project LLM activations onto sparse latent spaces. However, sparsity alone …

Vivek Narayanaswamy, Kowshik Thopalli, Bhavya Kailkhura, Wesam Sakla
조회수 95회
Academic · 약 1분

The Rhetoric of Machine Learning

arXiv:2604.06754v1 Announce Type: new Abstract: I examine the technology of machine learning from the perspective of rhetoric, which is simply the art of persuasion. Rather …

Robert C. Williamson
조회수 173회
Academic · 약 1분

Bi-Lipschitz Autoencoder With Injectivity Guarantee

arXiv:2604.06701v1 Announce Type: new Abstract: Autoencoders are widely used for dimensionality reduction, based on the assumption that high-dimensional data lies on low-dimensional manifolds. Regularized autoencoders …

Qipeng Zhan, Zhuoping Zhou, Zexuan Wang, Qi Long, Li Shen
조회수 82회
Academic · 약 1분

Drifting Fields are not Conservative

arXiv:2604.06333v1 Announce Type: new Abstract: Drifting models generate high-quality samples in a single forward pass by transporting generated samples toward the data distribution using a …

Leonard Franz, Sebastian Hoffmann, Georg Martius
조회수 86회