AI RESEARCH

HyNeuralMap: Hyperbolic Mapping of Visual Semantics to Neural Hierarchies

arXiv CS.CV

ArXi:2605.09392v1 Announce Type: new Understanding the intricate mappings between visual stimuli and neural responses is a fundamental challenge in cognitive neuroscience. While current approaches predominantly align images and functional magnetic resonance imaging (fMRI) responses in Euclidean space, this geometry often struggles to preserve fine-grained semantic relationships and latent hierarchical structures across visual and neural modalities.