{"id":200730,"date":"2024-12-03T23:23:32","date_gmt":"2024-12-04T05:23:32","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2024\/12\/platform-allows-ai-to-learn-from-constant-nuanced-human-feedback-rather-than-large-datasets"},"modified":"2024-12-03T23:23:32","modified_gmt":"2024-12-04T05:23:32","slug":"platform-allows-ai-to-learn-from-constant-nuanced-human-feedback-rather-than-large-datasets","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2024\/12\/platform-allows-ai-to-learn-from-constant-nuanced-human-feedback-rather-than-large-datasets","title":{"rendered":"Platform allows AI to learn from constant, nuanced human feedback rather than large datasets"},"content":{"rendered":"<p><\/p>\n<p><iframe style=\"display: block; margin: 0 auto; width: 100%; aspect-ratio: 4\/3; object-fit: contain;\" src=\"https:\/\/www.youtube.com\/embed\/sMlvE9wYxj0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope;\n   picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>I had wondered if AI could just learn and advance from it s users.<\/p>\n<hr>\n<p>During your first driving class, the instructor probably sat next to you, offering immediate advice on every turn, stop and minor adjustment. If it was a parent, they might have even grabbed the wheel a few times and shouted \u201cBrake!\u201d Over time, those corrections and insights developed experience and intuition, turning you into an independent, capable driver.<\/p>\n<p>Although advancements in artificial intelligence (AI) have made <a href=\"https:\/\/techxplore.com\/tags\/self-driving+cars\/\" rel=\"tag\" class=\"\">self-driving cars<\/a> a reality, the <a href=\"https:\/\/techxplore.com\/tags\/teaching+methods\/\" rel=\"tag\" class=\"\">teaching methods<\/a> used to train them remain a far cry from even the most nervous side-seat driver. Rather than nuance and real-time instruction, AI learns primarily through massive datasets and extensive simulations, regardless of the application.<\/p>\n<p>Now, researchers from Duke University and the Army Research Laboratory have developed a platform to help AI learn to perform <a href=\"https:\/\/techxplore.com\/tags\/complex+tasks\/\" rel=\"tag\" class=\"\">complex tasks<\/a> more like humans. Nicknamed GUIDE for short, the AI framework will be showcased at the upcoming Conference on Neural Information Processing Systems (<a href=\"https:\/\/neurips.cc\/\" target=\"_blank\">NeurIPS 2024<\/a>), taking place Dec. 9\u20135 in Vancouver, Canada. The work is also <a href=\"https:\/\/arxiv.org\/abs\/2410.15181\" target=\"_blank\">available<\/a> on the <i>arXiv<\/i> preprint server.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I had wondered if AI could just learn and advance from it s users. During your first driving class, the instructor probably sat next to you, offering immediate advice on every turn, stop and minor adjustment. If it was a parent, they might have even grabbed the wheel a few times and shouted \u201cBrake!\u201d Over [\u2026]<\/p>\n","protected":false},"author":359,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9,6],"tags":[],"class_list":["post-200730","post","type-post","status-publish","format-standard","hentry","category-military","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/200730","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/359"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=200730"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/200730\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=200730"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=200730"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=200730"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}