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cs.LG2024
Analyzing Multimodal Integration in the Variational Autoencoder from an Information-Theoretic Perspective
Carlotta Langer, Yasmin Kim Georgie, Ilja Porohovoj +2
Human perception is inherently multimodal. We integrate, for instance, visual, proprioceptive and tactile information into one experience. Hence, multimodal learning is of importan…
cs.LG2022★ 5 cited
Invariance Properties of the Natural Gradient in Overparametrised Systems
Jesse van Oostrum, Johannes Müller, Nihat Ay
The natural gradient field is a vector field that lives on a model equipped with a distinguished Riemannian metric, e.g. the Fisher-Rao metric, and represents the direction of stee…