复杂复杂的景观

Jaron Kent-Dobias, J. Kurchan
{"title":"复杂复杂的景观","authors":"Jaron Kent-Dobias, J. Kurchan","doi":"10.1103/PHYSREVRESEARCH.3.023064","DOIUrl":null,"url":null,"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\\'ezout bound $\\log\\overline{\\mathcal N}~N\\log(p-1)$. 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.","PeriodicalId":8473,"journal":{"name":"arXiv: Statistical Mechanics","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2020-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"Complex complex landscapes\",\"authors\":\"Jaron Kent-Dobias, J. Kurchan\",\"doi\":\"10.1103/PHYSREVRESEARCH.3.023064\",\"DOIUrl\":null,\"url\":null,\"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\\\\'ezout bound $\\\\log\\\\overline{\\\\mathcal N}~N\\\\log(p-1)$. 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.\",\"PeriodicalId\":8473,\"journal\":{\"name\":\"arXiv: Statistical Mechanics\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-12-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv: Statistical Mechanics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1103/PHYSREVRESEARCH.3.023064\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv: Statistical Mechanics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1103/PHYSREVRESEARCH.3.023064","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7

摘要

我们研究了$p$自旋模型的鞍点,这是最容易理解的“复杂”(崎岖)景观的例子,当它的$N$变量是复杂的。这些点是一个$N$随机度方程$p-1$系统的解。我们求解$\overline{\mathcal N}$,即在$N\to\infty$极限中随机平均的解的数量。我们发现它饱和了bsamzout界$\log\overline{\mathcal N}~N\log(p-1)$。每个鞍座的Hessian由一个形式为$C^\dagger C$的随机矩阵给出,其中$C$是一个向对角线偏移的复对称高斯矩阵。它的频谱有一个过渡,在这个过渡中出现了一个差距,这概括了在实际问题中众所周知的“阈值水平”的概念。实际问题的结果在实际参数的极限下得到恢复。在这种情况下,只有解总数的平方根是实数。在复能量方面,解被划分为扇区,其中鞍具有不同的拓扑性质。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Complex complex landscapes
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\'ezout bound $\log\overline{\mathcal N}~N\log(p-1)$. 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.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信