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Modeling human motor cortex as a port-Hamiltonian system can improve understanding of non-equilibrium cortical dynamics. This approach uses GNN-surrogate metriplectic twins for closed-loop neuromodulation. We still don't know how well this holds up outside the lab.
“arXiv:2607.10439v2 Announce Type: replace-cross Abstract: We model human motor cortex, recorded during rest and motor-imagery BCI conditions, as a port-Hamiltonian system: a conservative interconnection (skew-symmetric coupling between band…”
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GNN-Surrogate Metriplectic Twin, Port-Hamiltonian System, arXiv:2607.10439v2
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Aug 3, 2026