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q-bio.NC2025
Characterizing Neural Manifolds' Properties and Curvatures using Normalizing Flows
Peter Bouss, Sandra Nestler, Kirsten Fischer +3
Neuronal activity is found to lie on low-dimensional manifolds embedded within the high-dimensional neuron space. Variants of principal component analysis are frequently employed t…
stat.ML2025
Generalization Dynamics of Linear Diffusion Models
Claudia Merger, Sebastian Goldt
Diffusion models are powerful generative models that produce high-quality samples from complex data. While their infinite-data behavior is well understood, their generalization wit…