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stat.ML2025
Estimating Dimensionality of Neural Representations from Finite Samples
Chanwoo Chun, Abdulkadir Canatar, SueYeon Chung +1
The global dimensionality of a neural representation manifold provides rich insight into the computational process underlying both artificial and biological neural networks. Howeve…
q-bio.NC2025
Estimating Neural Representation Alignment from Sparsely Sampled Inputs and Features
Chanwoo Chun, Abdulkadir Canatar, SueYeon Chung +1
In both artificial and biological systems, the centered kernel alignment (CKA) has become a widely used tool for quantifying neural representation similarity. While current CKA est…