Expert specialization in vision MoE models is dominated by a stable animate-inanimate distinction visible from gating to readout, with broader tuning to continuous visual and semantic dimensions rather than narrow categorical preferences.
The nature of the animacy organization in human ventral temporal cortex.eLife, 8:e47142, September 2019
2 Pith papers cite this work. Polarity classification is still indexing.
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fMRI responses to natural scenes in human visual cortex exhibit a consistent scale-free structure with power-law decaying variance across four orders of magnitude of dimensions, shared across individuals via hyperalignment.
citing papers explorer
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Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts
Expert specialization in vision MoE models is dominated by a stable animate-inanimate distinction visible from gating to readout, with broader tuning to continuous visual and semantic dimensions rather than narrow categorical preferences.
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Universal scale-free representations in human visual cortex
fMRI responses to natural scenes in human visual cortex exhibit a consistent scale-free structure with power-law decaying variance across four orders of magnitude of dimensions, shared across individuals via hyperalignment.