Decoding alignment metrics can remain high and unchanged even when encoding manifold topology is causally altered, so they do not imply similar function or computation across neural populations.
Burg, Fabian H
2 Pith papers cite this work. Polarity classification is still indexing.
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q-bio.NC 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
V1 digital twins with comparable neural prediction accuracy differ in linear probe performance, unit tuning, and hidden-layer eigenspectra.
citing papers explorer
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Decoding Alignment without Encoding Alignment: A critique of similarity analysis in neuroscience
Decoding alignment metrics can remain high and unchanged even when encoding manifold topology is causally altered, so they do not imply similar function or computation across neural populations.
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Beyond Neural Activity Prediction: Probing Latent Representations in Mouse V1 Digital Twins
V1 digital twins with comparable neural prediction accuracy differ in linear probe performance, unit tuning, and hidden-layer eigenspectra.