{"title":"晶格费米子的施文格-戴森控制变量","authors":"Scott Lawrence","doi":"arxiv-2404.10707","DOIUrl":null,"url":null,"abstract":"Previous work has shown that high-quality control variates for lattice Monte\nCarlo methods may be constructed from lattice Schwinger-Dyson relations. This\npaper extends that method to theories with lattice fermions, using the Thirring\nmodel in $1+1$ spacetime dimensions as a testbed. Past construction of these\ncontrol variates involved a number of fitting parameters that scaled with\nlattice volume. By computing the control variate in perturbation theory, the\nnumber of fitting parameters required for an order-of-magnitude improvement in\nthe signal-to-noise ratio at weak coupling is reduced to be of order one.","PeriodicalId":501191,"journal":{"name":"arXiv - PHYS - High Energy Physics - Lattice","volume":"15 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Schwinger-Dyson control variates for lattice fermions\",\"authors\":\"Scott Lawrence\",\"doi\":\"arxiv-2404.10707\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Previous work has shown that high-quality control variates for lattice Monte\\nCarlo methods may be constructed from lattice Schwinger-Dyson relations. This\\npaper extends that method to theories with lattice fermions, using the Thirring\\nmodel in $1+1$ spacetime dimensions as a testbed. Past construction of these\\ncontrol variates involved a number of fitting parameters that scaled with\\nlattice volume. By computing the control variate in perturbation theory, the\\nnumber of fitting parameters required for an order-of-magnitude improvement in\\nthe signal-to-noise ratio at weak coupling is reduced to be of order one.\",\"PeriodicalId\":501191,\"journal\":{\"name\":\"arXiv - PHYS - High Energy Physics - Lattice\",\"volume\":\"15 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-04-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - High Energy Physics - Lattice\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2404.10707\",\"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 - PHYS - High Energy Physics - Lattice","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2404.10707","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Schwinger-Dyson control variates for lattice fermions
Previous work has shown that high-quality control variates for lattice Monte
Carlo methods may be constructed from lattice Schwinger-Dyson relations. This
paper extends that method to theories with lattice fermions, using the Thirring
model in $1+1$ spacetime dimensions as a testbed. Past construction of these
control variates involved a number of fitting parameters that scaled with
lattice volume. By computing the control variate in perturbation theory, the
number of fitting parameters required for an order-of-magnitude improvement in
the signal-to-noise ratio at weak coupling is reduced to be of order one.