Toponets: High-Performing Vision and Language models with Brain-Like Topography
TopoNets: High-Performing Vision and Language models
with Brain-Like Topography
ICLR 2025
The organization of neurons in the brain is highly structured: neurons performing similar functions are located near one another. This "topographic organization" is a fundamental principle of primate brains and plays an important role in shaping the brain's representations.
Here we introduce TopoLoss, a simple, scalable, and effective method for inducing brain-like topography into leading AI architectures (...
Read more at toponets.github.io