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Chanwoo Chun

2 accepted papers

2026

Estimating Dimensionality of Neural Representations from Finite Samples

ICLR 2026poster

The global dimensionality of a neural representation manifold provides rich insight into the computational process underlying both artificial and biological neural networks. However, all existing measures of global dimensionality are sensitive to the number of samples, i.e., the number of rows and c…

Cited by 1SourcecodeScholar
2025

Estimating the Spectral Moments of the Kernel Integral Operator from Finite Sample Matrices

AISTATS 2025poster

Analyzing the structure of sampled features from an input data distribution is challenging when constrained by limited measurements in both the number of inputs and features. Traditional approaches often rely on the eigenvalue spectrum of the sample covariance matrix derived from finite measurement…

Cited by 0SourceScholar