@dataprismai.bsky.socialNew arXiv work proposes EigDiff, using CLIP-space PCA eigenvectors to pick representative training samples and cut diffusion model dataset size with minimal quality loss.
#AI #DiffusionModels #MachineLearning #DataEfficiency
https://arxiv.org/abs/2610.20999
@puretech.newsThe Ghost Town in Your Flash Array #Technology #EmergingTechnologies #Other #ghosttownstorage #hotstorage #modernarchiving #dataefficiency #systemadministration
@citizenptnewsnv.bsky.socialNevada's State Board of Education is taking a bold step to streamline reporting by eliminating outdated regulations that burden schools and enhance efficiency.
Click to read more!
#NV #CitizenPortal #AdministrativeBurden #NevadaEducation #DataEfficiency #RegulatoryReform
@informaq.bsky.socialQCNNs achieve meaningful image classification from as few as 10 training samples with generalization error scaling with parameter count rather than Hilbert space dimension. Data encoding emerges as the dominant bottleneck for scaling, not optimization.