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Topic: brain data

ePoster
1 ePoster

In Artificial Intelligence and Biostatistics

ePoster · Computational Neuroscience

Inter-animal transforms as a guide to model-brain comparison

Javier Sagastuy Brena, Aran Nayebi, Daniel Yamins, Imran Thobani, Rosa Cao · COSYNE 2023

Sun, Mar 12, 2023

To address the question of how to compare DNN model activations to brain data, we investigate what transforms best describe similarity in neural activity in the same brain area between conspecifics. We expect neural responses to be functionally highly similar within a species (since we expect findings to generalize across animals). What kind of transform will make such similarity most evident? That is, under what kind of transform are conspecifics’ neural responses highly similar to each other? Researchers often default to linear regression as a reasonable transform class for measuring neural