AI RESEARCH
Characterizing control between interacting subsystems with deep Jacobian estimation
arXiv CS.LG
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ArXi:2507.01946v2 Announce Type: replace-cross Biological function arises through the dynamical interactions of multiple subsystems, including those between brain areas, within gene regulatory networks, and more. A common approach to understanding these systems is to model the dynamics of each subsystem and characterize communication between them. An alternative approach is through the lens of control theory: how the subsystems control one another. This approach involves inferring the directionality, strength, and contextual modulation of control between subsystems.