{"id":12981,"date":"2026-01-01T15:00:00","date_gmt":"2026-01-01T12:00:00","guid":{"rendered":"https:\/\/umram.bilkent.edu.tr\/?p=12981"},"modified":"2026-10-28T16:42:22","modified_gmt":"2026-10-28T13:42:22","slug":"ieee-transactions-on-signal-and-information-processing-over-networks-dergisinde-yeni-yayin-graph-neural-networks-improve-quantized-transformers-by-incorporating-global-relationships","status":"publish","type":"post","link":"https:\/\/umram.bilkent.edu.tr\/index.php\/tr\/2026\/01\/01\/ieee-transactions-on-signal-and-information-processing-over-networks-dergisinde-yeni-yayin-graph-neural-networks-improve-quantized-transformers-by-incorporating-global-relationships\/","title":{"rendered":"IEEE Transactions on Signal and Information Processing over Networks dergisinde yeni yay\u0131n: Graph Neural Networks Improve Quantized Transformers by Incorporating Global Relationships"},"content":{"rendered":"

Aykut Ko\u00e7 ve \u00e7al\u0131\u015fma arkada\u015flar\u0131 imzal\u0131 \u201cGraph Neural Networks Improve Quantized Transformers by Incorporating Global Relationships\u201d ba\u015fl\u0131kl\u0131 \u00e7al\u0131\u015fma IEEE Transactions on Signal and Information Processing over Networks dergisinde yay\u0131mland\u0131 (Ocak 2026).<\/p>\n

B\u00fcy\u00fck dil modellerini \u00e7al\u0131\u015ft\u0131rmak maliyetli ve parametrelerini d\u00fc\u015f\u00fck hassasiyete s\u0131k\u0131\u015ft\u0131rmak, yani nicemleme, genellikle ba\u015far\u0131m\u0131 d\u00fc\u015f\u00fcr\u00fcyor. Makale, e\u011fitim s\u0131ras\u0131nda nicemlenmi\u015f transformer modellerini \u00e7izge sinir a\u011flar\u0131yla birle\u015ftiren BitTransGNN’i tan\u0131t\u0131yor. Y\u00f6ntem, bellek ve enerji tasarrufunu korurken bu ba\u015far\u0131m fark\u0131n\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde azalt\u0131yor ve \u00e7o\u011fu zaman kapat\u0131yor. Bu da verimli dil modellerini s\u0131n\u0131rl\u0131 donan\u0131mda daha kullan\u0131\u015fl\u0131 hale getiriyor.<\/p>\n

Yazarlar: Cihan Eralp Kumbasar, Haldun M. \u00d6zakta\u015f, Aykut Ko\u00e7<\/strong><\/p>\n

Makaleye eri\u015fin<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

Aykut Ko\u00e7 ve \u00e7al\u0131\u015fma arkada\u015flar\u0131 imzal\u0131 \u201cGraph Neural Networks Improve Quantized Transformers by Incorporating Global Relationships\u201d ba\u015fl\u0131kl\u0131 \u00e7al\u0131\u015fma IEEE Transactions on Signal and Information Processing over Networks dergisinde yay\u0131mland\u0131 (Ocak 2026). B\u00fcy\u00fck dil modellerini \u00e7al\u0131\u015ft\u0131rmak maliyetli ve parametrelerini d\u00fc\u015f\u00fck hassasiyete s\u0131k\u0131\u015ft\u0131rmak, yani nicemleme, genellikle ba\u015far\u0131m\u0131 d\u00fc\u015f\u00fcr\u00fcyor. Makale, e\u011fitim s\u0131ras\u0131nda nicemlenmi\u015f transformer modellerini \u00e7izge sinir a\u011flar\u0131yla\u2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-12981","post","type-post","status-publish","format-standard","hentry","category-uncategorized-tr"],"_links":{"self":[{"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/posts\/12981","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/comments?post=12981"}],"version-history":[{"count":2,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/posts\/12981\/revisions"}],"predecessor-version":[{"id":13253,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/posts\/12981\/revisions\/13253"}],"wp:attachment":[{"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/media?parent=12981"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/categories?post=12981"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umram.bilkent.edu.tr\/index.php\/wp-json\/wp\/v2\/tags?post=12981"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}