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Neural-DISCO: Source-Conditioned Counterfactual Editing of Neural Population Activity

arXiv 机器学习 ·

arXiv:2610.33145v1 Announce Type: new Abstract: Understanding how neural activity encodes behavioral and sensory variables is a key challenge in systems neuroscience. This requires models that go beyond predicting activity from labels and instead support source-conditioned counterfactual editing: given a recorded source response, we should be able to edit one measured behavioral or stimulus label and predict how neural activity would change while preserving other observed labels and source-specific variability not explained by the labels. Here, we introduce \textbf{Neural-DISCO}, a disentangle

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