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Topic: Poincare ball

ePoster
1 ePoster

In Artificial Intelligence and Cognition

ePoster · Computational Neuroscience

Towards Discovering the Hierarchy of the Olfactory Perceptual Space via Hyperbolic Embeddings

Farzaneh Taleb, Aniss Aiman Medbouhi, Giovanni Luca Marchetti, Danica Kragic · COSYNE 2025

Human olfactory perception is understudied in the whole spectrum of neuroscience, from computational to system neuroscience. In this study, we explore the hierarchy underlying human olfactory perception by embedding perceptual data in the hyperbolic space. Previous research emphasizes the significance of hyperbolic geometry in gaining insights into the neural encoding of natural odorants. This is due to the exponential growth of the hyperbolic space, that makes it appropriate to encode hierarchical data. We employ a contrastive learning approach over the Poincare ball in order to embed olfacto