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Complex complex landscapes

Authors: Jaron Kent-Dobias; Jorge Kurchan;

Complex complex landscapes

Abstract

We study the saddle-points of the $p$-spin model -- the best understood example of a `complex' (rugged) landscape -- when its $N$ variables are complex. These points are the solutions to a system of $N$ random equations of degree $p-1$. We solve for $\overline{\mathcal N}$, the number of solutions averaged over randomness in the $N\to\infty$ limit. We find that it saturates the B��zout bound $\log\overline{\mathcal N}\sim N\log(p-1)$. The Hessian of each saddle is given by a random matrix of the form $C^\dagger C$, where $C$ is a complex symmetric Gaussian matrix with a shift to its diagonal. Its spectrum has a transition where a gap develops that generalizes the notion of `threshold level' well-known in the real problem. The results from the real problem are recovered in the limit of real parameters. In this case, only the square-root of the total number of solutions are real. In terms of the complex energy, the solutions are divided into sectors where the saddles have different topological properties.

Country
France
Keywords

High Energy Physics - Theory, Statistical Mechanics (cond-mat.stat-mech), [PHYS.PHYS.PHYS-GEN-PH] Physics [physics]/Physics [physics]/General Physics [physics.gen-ph], Physics, QC1-999, High Energy Physics - Lattice (hep-lat), gap, FOS: Physical sciences, matrix model: random, Disordered Systems and Neural Networks (cond-mat.dis-nn), Mathematical Physics (math-ph), landscape, [PHYS.MPHY] Physics [physics]/Mathematical Physics [math-ph], Condensed Matter - Disordered Systems and Neural Networks, topological, High Energy Physics - Lattice, High Energy Physics - Theory (hep-th), Condensed Matter - Statistical Mechanics, Mathematical Physics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
8
Top 10%
Average
Top 10%
Green
gold