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Interpretable and generalizable graph learning via stochastic attention mechanism

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cs.LG 1

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2026 1

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When Brain Networks Travel: Learning Beyond Site

cs.LG · 2026-05-07 · unverdicted · novelty 5.0

CORE decouples site confounders in fMRI networks, profiles transient dynamics on a population scaffold using line graphs, and applies subject-adaptive gating to achieve up to 6.7% better cross-site generalization on ABIDE, REST-meta-MDD, SRPBS, and ABCD datasets.

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  • When Brain Networks Travel: Learning Beyond Site cs.LG · 2026-05-07 · unverdicted · none · ref 37

    CORE decouples site confounders in fMRI networks, profiles transient dynamics on a population scaffold using line graphs, and applies subject-adaptive gating to achieve up to 6.7% better cross-site generalization on ABIDE, REST-meta-MDD, SRPBS, and ABCD datasets.