Lyapunov diagonal stability conjecture for global stability of linear-threshold networks
Lyapunov diagonal stability conjecture for global stability of linear-threshold networks
Let be a diagonal dissipation matrix, a synaptic matrix, and . Consider the linear-threshold network
Write for the class of Lyapunov diagonally stable matrices, and call an equilibrium globally asymptotically stable if every trajectory converges to it asymptotically.
LDS implies GAS of LTN equilibria. If , then for every , the linear-threshold network admits a unique globally asymptotically stable equilibrium.
The conjecture isolates Lyapunov diagonal stability of the effective interaction matrix as a structural sufficient condition for global asymptotic stability. It is presented as a conjecture in the source, and no resolution is supplied in the provided text.
Sources & referencesView supporting material
Primary source
William Retnaraj, Simone Betteti, Alexander Davydov, Francesco Bullo and Jorge Cortes, “Timescale Limits of Linear-Threshold Networks”, arXiv:2604.16710 (2026).
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