{"title":"在有噪声的情况下通过大字母公式进行可靠计算","authors":"Andrew K. Tan;Matthew H. Ho;Isaac L. Chuang","doi":"10.1109/TIT.2024.3486278","DOIUrl":null,"url":null,"abstract":"We present two new positive results for reliable computation using formulas over physical alphabets of size \n<inline-formula> <tex-math>$q \\gt 2$ </tex-math></inline-formula>\n. First, we show that for logical alphabets of size \n<inline-formula> <tex-math>$\\ell = q$ </tex-math></inline-formula>\n the threshold for denoising using gates subject to q-ary symmetric noise with error probability \n<inline-formula> <tex-math>$\\varepsilon $ </tex-math></inline-formula>\n is strictly larger than that for Boolean computation, and we show that reliable computation is possible as long as signals remain distinguishable, i.e. \n<inline-formula> <tex-math>$\\epsilon \\lt (q - 1) / q$ </tex-math></inline-formula>\n, in the limit of large fan-in \n<inline-formula> <tex-math>$k \\rightarrow \\infty $ </tex-math></inline-formula>\n. We also determine the point at which generalized majority gates with bounded fan-in fail, and show in particular that reliable computation is possible for \n<inline-formula> <tex-math>$\\epsilon \\lt (q - 1) / (q (q + 1))$ </tex-math></inline-formula>\n in the case of q prime and fan-in \n<inline-formula> <tex-math>$k = 3$ </tex-math></inline-formula>\n. Secondly, we provide an example where \n<inline-formula> <tex-math>$\\ell \\lt q$ </tex-math></inline-formula>\n, showing that reliable Boolean computation, \n<inline-formula> <tex-math>$\\ell = 2$ </tex-math></inline-formula>\n, can be performed using 2-input ternary, \n<inline-formula> <tex-math>$q = 3$ </tex-math></inline-formula>\n, logic gates subject to symmetric ternary noise of strength \n<inline-formula> <tex-math>$\\varepsilon \\lt 1/6$ </tex-math></inline-formula>\n by using the additional alphabet element for error signaling.","PeriodicalId":13494,"journal":{"name":"IEEE Transactions on Information Theory","volume":"70 12","pages":"9152-9164"},"PeriodicalIF":2.2000,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Reliable Computation by Large-Alphabet Formulas in the Presence of Noise\",\"authors\":\"Andrew K. Tan;Matthew H. Ho;Isaac L. Chuang\",\"doi\":\"10.1109/TIT.2024.3486278\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We present two new positive results for reliable computation using formulas over physical alphabets of size \\n<inline-formula> <tex-math>$q \\\\gt 2$ </tex-math></inline-formula>\\n. First, we show that for logical alphabets of size \\n<inline-formula> <tex-math>$\\\\ell = q$ </tex-math></inline-formula>\\n the threshold for denoising using gates subject to q-ary symmetric noise with error probability \\n<inline-formula> <tex-math>$\\\\varepsilon $ </tex-math></inline-formula>\\n is strictly larger than that for Boolean computation, and we show that reliable computation is possible as long as signals remain distinguishable, i.e. \\n<inline-formula> <tex-math>$\\\\epsilon \\\\lt (q - 1) / q$ </tex-math></inline-formula>\\n, in the limit of large fan-in \\n<inline-formula> <tex-math>$k \\\\rightarrow \\\\infty $ </tex-math></inline-formula>\\n. We also determine the point at which generalized majority gates with bounded fan-in fail, and show in particular that reliable computation is possible for \\n<inline-formula> <tex-math>$\\\\epsilon \\\\lt (q - 1) / (q (q + 1))$ </tex-math></inline-formula>\\n in the case of q prime and fan-in \\n<inline-formula> <tex-math>$k = 3$ </tex-math></inline-formula>\\n. Secondly, we provide an example where \\n<inline-formula> <tex-math>$\\\\ell \\\\lt q$ </tex-math></inline-formula>\\n, showing that reliable Boolean computation, \\n<inline-formula> <tex-math>$\\\\ell = 2$ </tex-math></inline-formula>\\n, can be performed using 2-input ternary, \\n<inline-formula> <tex-math>$q = 3$ </tex-math></inline-formula>\\n, logic gates subject to symmetric ternary noise of strength \\n<inline-formula> <tex-math>$\\\\varepsilon \\\\lt 1/6$ </tex-math></inline-formula>\\n by using the additional alphabet element for error signaling.\",\"PeriodicalId\":13494,\"journal\":{\"name\":\"IEEE Transactions on Information Theory\",\"volume\":\"70 12\",\"pages\":\"9152-9164\"},\"PeriodicalIF\":2.2000,\"publicationDate\":\"2024-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Information Theory\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10739963/\",\"RegionNum\":3,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"COMPUTER SCIENCE, INFORMATION SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Information Theory","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10739963/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
Reliable Computation by Large-Alphabet Formulas in the Presence of Noise
We present two new positive results for reliable computation using formulas over physical alphabets of size
$q \gt 2$
. First, we show that for logical alphabets of size
$\ell = q$
the threshold for denoising using gates subject to q-ary symmetric noise with error probability
$\varepsilon $
is strictly larger than that for Boolean computation, and we show that reliable computation is possible as long as signals remain distinguishable, i.e.
$\epsilon \lt (q - 1) / q$
, in the limit of large fan-in
$k \rightarrow \infty $
. We also determine the point at which generalized majority gates with bounded fan-in fail, and show in particular that reliable computation is possible for
$\epsilon \lt (q - 1) / (q (q + 1))$
in the case of q prime and fan-in
$k = 3$
. Secondly, we provide an example where
$\ell \lt q$
, showing that reliable Boolean computation,
$\ell = 2$
, can be performed using 2-input ternary,
$q = 3$
, logic gates subject to symmetric ternary noise of strength
$\varepsilon \lt 1/6$
by using the additional alphabet element for error signaling.
期刊介绍:
The IEEE Transactions on Information Theory is a journal that publishes theoretical and experimental papers concerned with the transmission, processing, and utilization of information. The boundaries of acceptable subject matter are intentionally not sharply delimited. Rather, it is hoped that as the focus of research activity changes, a flexible policy will permit this Transactions to follow suit. Current appropriate topics are best reflected by recent Tables of Contents; they are summarized in the titles of editorial areas that appear on the inside front cover.