{"id":368,"date":"2024-10-27T05:13:14","date_gmt":"2024-10-27T05:13:14","guid":{"rendered":"https:\/\/loopprofitai.com\/trend\/?page_id=368"},"modified":"2026-02-08T16:36:59","modified_gmt":"2026-02-08T16:36:59","slug":"robots","status":"publish","type":"page","link":"https:\/\/cmilab.org\/aichip\/robots\/","title":{"rendered":"Robots"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"368\" class=\"elementor elementor-368\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4507358f e-flex e-con-boxed e-con e-parent\" data-id=\"4507358f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2933c802 elementor-widget__width-inherit elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"2933c802\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Next-Generation Multisensory Robots<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10b20b0b elementor-icon-list--layout-inline elementor-align-start elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"10b20b0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Home<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-right-arrow\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Robots<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-15ee90ad e-flex e-con-boxed e-con e-parent\" data-id=\"15ee90ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-43a973f7 e-con-full e-flex e-con e-child\" data-id=\"43a973f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17943fb2 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"17943fb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><p class=\" mb-8 \">Here we compare the capabilities of context-sensitive two-point neurons when used in permutation-invariant neural networks for reinforcement learning (RL) with machine learning algorithms (Y. Tang &amp; D. Ha, NeurIPS, 2021) based on Transformers. We show that a context-sensitive two-point neuron\u2013driven network, termed Cooperator, learns far more quickly than a Transformer with the same architecture and number of parameters. For example, see the CartPole and PyAnt video demos below and observe the difference.<\/p><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-398e8b5 e-flex e-con-boxed e-con e-parent\" data-id=\"398e8b5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3544805 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"3544805\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c18ee4a elementor-widget elementor-widget-image\" data-id=\"c18ee4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"444\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot-1024x568.png\" class=\"attachment-large size-large wp-image-388\" alt=\"\" srcset=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot-1024x568.png 1024w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot-300x167.png 300w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot-768x426.png 768w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot-1536x853.png 1536w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot-2048x1137.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7bc7a21 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"7bc7a21\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9f9951c elementor-widget elementor-widget-image\" data-id=\"9f9951c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"436\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot2-1024x558.png\" class=\"attachment-large size-large wp-image-390\" alt=\"\" srcset=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot2-1024x558.png 1024w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot2-300x163.png 300w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot2-768x418.png 768w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot2-1536x837.png 1536w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/MS_Robot2-2048x1116.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-781b07b e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"781b07b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26a43cc elementor-widget elementor-widget-image\" data-id=\"26a43cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"488\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Cooperator_rs-1024x624.png\" class=\"attachment-large size-large wp-image-389\" alt=\"\" srcset=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Cooperator_rs-1024x624.png 1024w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Cooperator_rs-300x183.png 300w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Cooperator_rs-768x468.png 768w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Cooperator_rs-1536x936.png 1536w, https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Cooperator_rs-2048x1248.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c81b77a e-flex e-con-boxed e-con e-parent\" data-id=\"4c81b77a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8cbfd72 e-con-full e-flex e-con e-child\" data-id=\"8cbfd72\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-421a8cf3 elementor-widget__width-inherit elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"421a8cf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Google Brain (Y. Tang, NIPS, 2021): Point Neurons-driven CartPole fails to learn in 10K iterations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d999f4d e-flex e-con-boxed e-con e-parent\" data-id=\"d999f4d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f5e2764 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"f5e2764\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ded86fb elementor-widget elementor-widget-video\" data-id=\"ded86fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/1K_Baseline.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12bc70a elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"12bc70a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">1k iteration<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2f0d6ea e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"2f0d6ea\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5633979 elementor-widget elementor-widget-video\" data-id=\"5633979\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/5K_Baseline.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84d9944 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"84d9944\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">5k iteration<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-378aadc e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"378aadc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11c9367 elementor-widget elementor-widget-video\" data-id=\"11c9367\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/10K_Baseline.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc54ff1 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"bc54ff1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">10k iteration<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8cbda4b e-flex e-con-boxed e-con e-parent\" data-id=\"8cbda4b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ffbeec5 e-con-full e-flex e-con e-child\" data-id=\"ffbeec5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8d0be5f elementor-widget__width-inherit elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"8d0be5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Two-Point Neurons-driven CartPole learns within 5K iterations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-67342dd e-flex e-con-boxed e-con e-parent\" data-id=\"67342dd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fbb97f3 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"fbb97f3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-614cb9f elementor-widget elementor-widget-video\" data-id=\"614cb9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/1K_Ours.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9da4633 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"9da4633\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">1k iteration<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a601fa7 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"a601fa7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974348a elementor-widget elementor-widget-video\" data-id=\"974348a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/5K_Ours.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9ddb01 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"c9ddb01\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">5k iteration<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-84658d6 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"84658d6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3100ac4 elementor-widget elementor-widget-video\" data-id=\"3100ac4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/10K_Ours.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-535acf9 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"535acf9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"grid grid-cols-12 gap-4\"><div class=\"col-start-2 col-span-10\"><div class=\"text-gray-300 mb-2\"><section class=\"px-10 pt-6 mb-5 lg:w-5\/6 mx-auto\"><div class=\"grid grid-cols-3 gap-4\"><div class=\"col-span-1\"><div class=\"\"><p class=\"text-center text-gray-500 text-xs mt-2\">10k iteration<\/p><\/div><\/div><\/div><\/section><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-252e339 e-flex e-con-boxed e-con e-parent\" data-id=\"252e339\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-76c32da e-con-full e-flex e-con e-child\" data-id=\"76c32da\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f964326 e-con-full e-flex e-con e-child\" data-id=\"f964326\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1e8940 elementor-widget__width-inherit elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"b1e8940\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Google Brain (Y. Tang, NIPS, 2021):<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-979c37b elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"979c37b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Point Neurons-driven PyAnt\u00a0<span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: var( --e-global-typography-text-font-size ); font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); letter-spacing: var( --e-global-typography-text-letter-spacing ); text-transform: var( --e-global-typography-text-text-transform ); text-align: var(--text-align); background-color: var( --e-global-color-ac2808f ); color: var( --e-global-color-text );\">(1K iterations)<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-012e6e4 e-con-full e-flex e-con e-child\" data-id=\"012e6e4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2559e4 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"b2559e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Base_Ant_Unshuffled.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ed7f93c e-con-full e-flex e-con e-child\" data-id=\"ed7f93c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3e80071 e-con-full e-flex e-con e-child\" data-id=\"3e80071\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d389640 elementor-widget__width-inherit elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"d389640\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cooperator<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e94910 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"6e94910\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:400}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Two-Point Neurons-driven PyAnt\u00a0(1K iterations)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f71dc09 e-con-full e-flex e-con e-child\" data-id=\"f71dc09\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38d4bed elementor-widget elementor-widget-video\" data-id=\"38d4bed\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;loop&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/cmilab.org\/aichip\/wp-content\/uploads\/2024\/10\/Modulated_Ant_Unshuffled.mp4\" autoplay=\"\" loop=\"\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Next-Generation Multisensory Robots Home Robots Here we compare the capabilities of context-sensitive two-point neurons when used in permutation-invariant neural networks for reinforcement learning (RL) with machine learning algorithms (Y. Tang &amp; D. Ha, NeurIPS, 2021) based on Transformers. We show that a context-sensitive two-point neuron\u2013driven network, termed Cooperator, learns far more quickly than a Transformer [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-368","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/pages\/368","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/comments?post=368"}],"version-history":[{"count":24,"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/pages\/368\/revisions"}],"predecessor-version":[{"id":2123,"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/pages\/368\/revisions\/2123"}],"wp:attachment":[{"href":"https:\/\/cmilab.org\/aichip\/wp-json\/wp\/v2\/media?parent=368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}