\documentclass[a4paper]{letter} \usepackage[utf8]{inputenc} % why not type "Bézout" with unicode? \usepackage[T1]{fontenc} % vector fonts plz \usepackage{newtxtext,newtxmath} % Times for PR \usepackage[ colorlinks=true, urlcolor=purple, linkcolor=black, citecolor=black, filecolor=black ]{hyperref} % ref and cite links with pretty colors \usepackage{xcolor} \usepackage[style=phys]{biblatex} \addbibresource{bezout.bib} \signature{ \vspace{-6\medskipamount} \smallskip Jaron Kent-Dobias \& Jorge Kurchan } \address{ Laboratoire de Physique\\ Ecole Normale Sup\'erieure\\ 24 rue Lhomond\\ 75005 Paris } \begin{document} \begin{letter}{ Editorial Office\\ Physical Review Letters\\ 1 Research Road\\ Ridge, NY 11961 } \opening{To the editors of Physical Review,} We wish to appeal the decision on our manuscript \emph{How to count in hierarchical landscapes: A ‘full’ solution to mean-field complexity}, which was rejected without being sent to referees. The problem of characterizing the geometry of complex energy and cost landscapes is long-standing. Until this work, no correct calculation had been made for the complexity of systems without a so-called replica symmetric solution, which represent an small minority of systems. We show explicitly how such calculations can be made for the vast majority of cases. Landscape complexity even for the simple models we consider is relevant to a broad spectrum of physics disciplines. These models appear explicitly in modern research of machine learning, like tensor denoising, and understanding how complexity, dynamics, and equilibrium interplay in them provides powerful analogies and insights into emergent phenomena in more complicated contexts, from realistic machine learning models to the behavior of structural glasses. Already in this work, we identify the surprising result that the purported algorithmic threshold for optimization on mean-field cost functions lies \emph{far above} the geometric threshold traditionally understood as the dynamic limit. We urge you to allow this paper to go to referees and allow it to be judged by other scientists at the forefront of these fields. \closing{Sincerely,} \vspace{1em} \end{letter} \end{document}