IEEE transactions on pattern analysis and machine intelligence
Neural Eigenfunctions Are Structured Representation Learners.
Zhijie Deng, Jiaxin Shi, Hao Zhang, Peng Cui, Cewu Lu, Jun Zhu
Published: 202510.1109/TPAMI.2025.3625728
Abstract
This paper revisits the canonical concept of learning structured representations without label supervision by eigendecomposition. Yet, unlike prior spectral methods such as Laplacian Eigenmap which operate in a nonparametric manner, we aim to paramet…
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