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    <title>Digital-Twins on MayaLucIA</title>
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      <title>Validation Methodology for Neural Digital Twins</title>
      <link>https://mayalucia.dev/papers/neuroai-validation/</link>
      <pubDate>Mon, 02 Mar 2026 22:00:00 +0100</pubDate>
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      <description>&lt;h2 id=&#34;from-biophysical-to-functional-two-generations-of-neural-digital-twins&#34;&gt;From Biophysical to Functional: Two Generations of Neural Digital Twins&lt;/h2&gt;
&lt;p&gt;The first generation of neural digital twins was biophysical. The Blue Brain
Project (EPFL, 2005&amp;ndash;2024) reconstructed cortical microcircuits at
morphological and biophysical detail &amp;mdash; individual neurons with reconstructed
dendrites, calibrated ion channels, stochastic synapses. Validation meant
checking 40+ experimental constraints: layer-specific firing rates,
connection probabilities, orientation selectivity indices. The framework that
systematized this validation was DMT (Data, Models, Tests), developed
2017&amp;ndash;2024 and published in eLife.&lt;/p&gt;</description>
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