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Alper Kalle

2 accepted papers

2026

Whitening Spherical Gaussian Mixtures in the Large-Dimensional Regime

ICASSP 2026oral

Whitening is a classical technique in unsupervised learning that can facilitate estimation tasks by standardizing data. An important application is the estimation of latent variable models via the decomposition of tensors built from high-order moments. In particular, whitening orthogonalizes the mea…

Cited by 0SourcePDFScholar
2025

Distribution-Aware Tensor Decomposition for Compression of Convolutional Neural Networks

NeurIPS 2025poster

Neural networks are widely used for image–related tasks but typically demand considerable computing power. Once a network has been trained, however, its memory‑ and compute‑footprint can be reduced by compression. In this work, we focus on compression through tensorization and low‑rank representatio…

Cited by 0SourceScholar