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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

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