{"id":3427,"date":"2018-05-29T08:00:56","date_gmt":"2018-05-29T13:00:56","guid":{"rendered":"https:\/\/braindevs.net\/blog\/blog\/?p=3427"},"modified":"2018-05-20T17:38:35","modified_gmt":"2018-05-20T22:38:35","slug":"slim-neural-networks","status":"publish","type":"post","link":"https:\/\/www.learningandthebrain.com\/blog\/slim-neural-networks\/","title":{"rendered":"The Neuroscience of Intelligence: &#8220;Slim&#8221; Neural Networks"},"content":{"rendered":"<p>We&#8217;re a &#8220;more is better&#8221; culture, and so we&#8217;re quick to assume that more brain stuff is better.<\/p>\n<p><a href=\"https:\/\/braindevs.net\/blog\/\/wp-content\/uploads\/2018\/05\/AdobeStock_118116441_Credit.jpg\"><img decoding=\"async\" class=\"size-medium wp-image-3436 alignleft\" src=\"https:\/\/braindevs.net\/blog\/\/wp-content\/uploads\/2018\/05\/AdobeStock_118116441_Credit-300x200.jpg\" alt=\"slim neural networks\" width=\"300\" height=\"200\" srcset=\"https:\/\/www.learningandthebrain.com\/blog\/wp-content\/uploads\/2018\/05\/AdobeStock_118116441_Credit-300x200.jpg 300w, https:\/\/www.learningandthebrain.com\/blog\/wp-content\/uploads\/2018\/05\/AdobeStock_118116441_Credit-768x512.jpg 768w, https:\/\/www.learningandthebrain.com\/blog\/wp-content\/uploads\/2018\/05\/AdobeStock_118116441_Credit.jpg 792w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>Presumably, we want to have more neurons. We want to have more synapses. We want to have higher brain volumes in essential brain regions.<\/p>\n<p>However, recent research suggests an alternate theory.<\/p>\n<h2>Slim Neural Networks<\/h2>\n<p>According to a recent study by Erhan Gen\u00e7, published in <a href=\"https:\/\/www.nature.com\/articles\/s41467-018-04268-8\" target=\"_blank\" rel=\"noopener\">Nature Communications<\/a>,<\/p>\n<blockquote><p>the neuronal circuitry associated with higher intelligence is organized in a sparse and efficient manner, fostering more directed information processing and less cortical activity during reasoning.<\/p><\/blockquote>\n<p>Or, as Gen\u00e7\u00a0<a href=\"http:\/\/news.rub.de\/presseinformationen\/wissenschaft\/2018-05-15-neurowissenschaft-weniger-vernetzte-gehirne-sind-intelligenter\" target=\"_blank\" rel=\"noopener\">writes<\/a>:<\/p>\n<blockquote><p>Intelligent brains are characterized by a slim but efficient network of their neurons. This makes it possible to achieve a high level of thinking with the least possible neural activity.<\/p><\/blockquote>\n<p>So: despite our cultural preferences, more isn&#8217;t necessarily better. Sometimes, a &#8220;slimmer&#8221; neural network works better than a more complex one.<\/p>\n<h2>Slim Neural Networks: &#8220;Blooming and Pruning&#8221;<\/h2>\n<p>When neuroscientists talk about the neural network development, they often talk with gardening terminology: &#8220;blooming&#8221; and &#8220;pruning.&#8221;<\/p>\n<p>Networks &#8220;bloom&#8221; when neurons join together to create a memory or facilitate a particular function.<\/p>\n<p>The &#8220;prune&#8221; when the brain simplifies those networks.<\/p>\n<p>Sometimes pruning happens because of disuse. If you learned to juggle when you were younger, you have to keep practicing. If not, that network will start to thin.<\/p>\n<p>Sometimes pruning happens because of expertise. If you keep practicing your juggling, you&#8217;ll use fewer neurons than when you started.<\/p>\n<p>As teachers, therefore, we&#8217;re working to help brains <em>simultaneously bloom and prune<\/em>.<\/p>\n<p>We want our students to develop new skills and acquire new information.<\/p>\n<p>And, as they develop their expertise, we want those networks to prune.<\/p>\n<p>The best teaching\/gardening, in other words, requires both seeds and clippers.<\/p>\n<p>&nbsp;<\/p>\n<p>For more thoughts on the relative size of brain regions, click <a href=\"https:\/\/braindevs.net\/blog\/\/1627-2\/\" target=\"_blank\" rel=\"noopener\">here<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Although &#8220;more&#8221; often seems better, brains can benefit from &#8220;less.&#8221; Recent research suggests that higher levels of intelligence result from more efficient networks. These slim neural networks result in better processing.<\/p>\n","protected":false},"author":18,"featured_media":3436,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[22,17],"class_list":["post-3427","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-lb-blog","tag-intelligence","tag-neuroscience"],"_links":{"self":[{"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/posts\/3427","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/users\/18"}],"replies":[{"embeddable":true,"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/comments?post=3427"}],"version-history":[{"count":10,"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/posts\/3427\/revisions"}],"predecessor-version":[{"id":3438,"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/posts\/3427\/revisions\/3438"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/media\/3436"}],"wp:attachment":[{"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/media?parent=3427"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/categories?post=3427"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.learningandthebrain.com\/blog\/wp-json\/wp\/v2\/tags?post=3427"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}