12 citations · 12 across the 11 of their papers we have counts for
3 papers · 1 filter
Neural collapse in the orthoplex regime
James Alcala, Rayna Andreeva, Vladimir A. Kobzar +4
When training a neural network for classification, the feature vectors of the training set are known to collapse to the vertices of a regular simplex, provided the dimension of…
SUNLayer: Stable denoising with generative networks
Ruhui Jin, Dustin G. Mixon, Soledad Villar
Deep neural networks are often used to implement powerful generative models for real-world data. Notable applications include image denoising, as well as other classical inverse pr…
On the clustering behavior of sliding windows
Boris Alexeev, Wenyan Luo, Dustin G. Mixon +1
Things can go spectacularly wrong when clustering timeseries data that has been preprocessed with a sliding window. We highlight three surprising failures that emerge depending on…