<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Cognitive Developmental Robotics | Takato Horii | Osaka University</title><link>https://www.takatohorii.jp/en/tags/cognitive-developmental-robotics/</link><atom:link href="https://www.takatohorii.jp/en/tags/cognitive-developmental-robotics/index.xml" rel="self" type="application/rss+xml"/><description>Cognitive Developmental Robotics</description><generator>HugoBlox Kit (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Wed, 01 Oct 2025 00:00:00 +0000</lastBuildDate><image><url>https://www.takatohorii.jp/media/icon_hu_da05098ef60dc2e7.png</url><title>Cognitive Developmental Robotics</title><link>https://www.takatohorii.jp/en/tags/cognitive-developmental-robotics/</link></image><item><title>Human–AI Symbiosis and Co-Creation: Self Mirroring Twins for Active Social Co-Creation</title><link>https://www.takatohorii.jp/en/projects/human-ai-symbiosis/</link><pubDate>Wed, 01 Oct 2025 00:00:00 +0000</pubDate><guid>https://www.takatohorii.jp/en/projects/human-ai-symbiosis/</guid><description>&lt;p&gt;This project builds an AI system foundation that enables active social co-creation by having humans live in symbiosis with &amp;ldquo;Self Mirroring Twins&amp;rdquo; — agents that learn and imitate the user&amp;rsquo;s behavior, preferences, and values — thereby deepening self-understanding and prompting behavior change.&lt;/p&gt;
&lt;p&gt;Drawing on cognitive developmental robotics and active inference, we model long-term interactions between Self Mirroring Twins and humans, the dynamics by which both parties update their beliefs and predictions, and the computational understanding of how the boundary between the self and the Twin is formed. We aim to demonstrate, on real-world robots and dialogue systems, the effects on behavior change brought about through interaction with the Twin.&lt;/p&gt;
&lt;section class="not-prose my-10"&gt;
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&lt;svg class='w-5 h-5 text-primary-600 dark:text-primary-400' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="m9 7.5l3 4.5m0 0l3-4.5M12 12v5.25M15 12H9m6 3H9m12-3a9 9 0 1 1-18 0a9 9 0 0 1 18 0"/&gt;&lt;/svg&gt;
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&lt;h3 class="text-xl sm:text-2xl font-bold text-gray-900 dark:text-white tracking-tight m-0"&gt;関連する研究費&lt;/h3&gt;
&lt;/div&gt;
&lt;div class="grid grid-cols-1 gap-4"&gt;
&lt;div class="group flex gap-4 bg-gradient-to-br from-white/90 to-primary-50/30 dark:from-gray-800/90 dark:to-primary-900/20 rounded-xl p-5 shadow-md hover:shadow-xl transition-all duration-300 border border-transparent hover:border-primary-200 dark:hover:border-primary-800 backdrop-blur-md"&gt;
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&lt;svg class='w-6 h-6 text-primary-600 dark:text-primary-400' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 18v-5.25m0 0a6 6 0 0 0 1.5-.189m-1.5.189a6 6 0 0 1-1.5-.189m3.75 7.478a12.1 12.1 0 0 1-4.5 0m3.75 2.383a14.4 14.4 0 0 1-3 0M14.25 18v-.192c0-.983.658-1.823 1.508-2.316a7.5 7.5 0 1 0-7.517 0c.85.493 1.509 1.333 1.509 2.316V18"/&gt;&lt;/svg&gt;
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&lt;p class="text-base sm:text-lg font-bold text-gray-900 dark:text-white leading-snug m-0"&gt;
Active Social Co-Creation through Behavior Change in Symbiosis with Self Mirroring Twins
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&lt;span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-primary-100 text-primary-800 dark:bg-primary-900/40 dark:text-primary-200"&gt;JST CREST&lt;/span&gt;
&lt;span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200"&gt;Co-Investigator&lt;/span&gt;
&lt;span class="inline-flex items-center text-xs font-mono px-2 py-0.5 rounded bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200"&gt;JPMJCR2561&lt;/span&gt;
&lt;/div&gt;
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&lt;span class="inline-flex items-center gap-1"&gt;
&lt;svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M6.75 3v2.25M17.25 3v2.25M3 18.75V7.5a2.25 2.25 0 0 1 2.25-2.25h13.5A2.25 2.25 0 0 1 21 7.5v11.25m-18 0A2.25 2.25 0 0 0 5.25 21h13.5A2.25 2.25 0 0 0 21 18.75m-18 0v-7.5A2.25 2.25 0 0 1 5.25 9h13.5A2.25 2.25 0 0 1 21 11.25v7.5"/&gt;&lt;/svg&gt;
2025.10 – 2031.03
&lt;/span&gt;
&lt;span class="inline-flex items-center gap-1"&gt;
&lt;svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 21v-8.25M15.75 21v-8.25M8.25 21v-8.25M3 9l9-6l9 6m-1.5 12V10.333A48.4 48.4 0 0 0 12 9.75c-2.551 0-5.056.2-7.5.582V21M3 21h18M12 6.75h.008v.008H12z"/&gt;&lt;/svg&gt;
Japan Science and Technology Agency (JST)
&lt;/span&gt;
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&lt;div class="mt-2 text-sm text-gray-600 dark:text-gray-400 prose prose-sm dark:prose-invert max-w-none"&gt;Strategic objective &amp;ldquo;Creation of interdisciplinary system foundations realizing a society of symbiosis and collaboration between humans and AI.&amp;rdquo;&lt;/div&gt;
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&lt;/section&gt;</description></item><item><title>Comforting Social Touch — Individual Differences and Cognitive-Scientific Understanding</title><link>https://www.takatohorii.jp/en/projects/social-touch/</link><pubDate>Tue, 01 Apr 2025 00:00:00 +0000</pubDate><guid>https://www.takatohorii.jp/en/projects/social-touch/</guid><description>&lt;p&gt;Being touched by another — stroking, gentle contact, or a handshake — gives us a strong sense of comfort and security. Yet the neural and cognitive mechanisms that underlie this pleasantness, and the origins of individual differences in how it is felt, remain largely unclear.&lt;/p&gt;
&lt;p&gt;This project combines psychophysics, neuroscience measurement, and computational modeling to systematically clarify the affective value generated by social touch and its individual differences. Drawing on affective human-robot interaction via touch, we build computational frameworks based on active inference and generative models, and aim at a foundation that allows robots to adaptively respond to individual tactile preferences.&lt;/p&gt;
&lt;section class="not-prose my-10"&gt;
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&lt;h3 class="text-xl sm:text-2xl font-bold text-gray-900 dark:text-white tracking-tight m-0"&gt;関連する研究費&lt;/h3&gt;
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&lt;div class="grid grid-cols-1 gap-4"&gt;
&lt;div class="group flex gap-4 bg-gradient-to-br from-white/90 to-primary-50/30 dark:from-gray-800/90 dark:to-primary-900/20 rounded-xl p-5 shadow-md hover:shadow-xl transition-all duration-300 border border-transparent hover:border-primary-200 dark:hover:border-primary-800 backdrop-blur-md"&gt;
&lt;div class="flex-shrink-0 w-12 h-12 bg-white dark:bg-gray-800 ring-1 ring-gray-200 dark:ring-gray-700 rounded-full flex items-center justify-center shadow-sm"&gt;
&lt;svg class='w-6 h-6 text-primary-600 dark:text-primary-400' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M4.26 10.147a60 60 0 0 0-.491 6.347A48.6 48.6 0 0 1 12 20.904a48.6 48.6 0 0 1 8.232-4.41a61 61 0 0 0-.491-6.347m-15.482 0a51 51 0 0 0-2.658-.813A60 60 0 0 1 12 3.493a60 60 0 0 1 10.399 5.84q-1.345.372-2.658.814m-15.482 0A51 51 0 0 1 12 13.489a50.7 50.7 0 0 1 7.74-3.342M6.75 15a.75.75 0 1 0 0-1.5a.75.75 0 0 0 0 1.5m0 0v-3.675A55 55 0 0 1 12 8.443m-7.007 11.55A5.98 5.98 0 0 0 6.75 15.75v-1.5"/&gt;&lt;/svg&gt;
&lt;/div&gt;
&lt;div class="flex-1 min-w-0"&gt;
&lt;p class="text-base sm:text-lg font-bold text-gray-900 dark:text-white leading-snug m-0"&gt;
&lt;a href="https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-25H00581/" target="_blank" rel="noopener" class="no-underline hover:text-primary-600 dark:hover:text-primary-400 transition-colors"&gt;Mechanisms of Comforting Social Touch and Their Individual Differences: Deepening Cognitive-Scientific Understanding&lt;/a&gt;
&lt;/p&gt;
&lt;div class="flex flex-wrap items-center gap-2 mt-2"&gt;
&lt;span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-primary-100 text-primary-800 dark:bg-primary-900/40 dark:text-primary-200"&gt;Grant-in-Aid for Scientific Research (A)&lt;/span&gt;
&lt;span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200"&gt;Co-Investigator&lt;/span&gt;
&lt;span class="inline-flex items-center text-xs font-mono px-2 py-0.5 rounded bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200"&gt;25H00581&lt;/span&gt;
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&lt;div class="flex flex-wrap gap-x-4 gap-y-1 text-sm text-gray-700 dark:text-gray-300 mt-2"&gt;
&lt;span class="inline-flex items-center gap-1"&gt;
&lt;svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M6.75 3v2.25M17.25 3v2.25M3 18.75V7.5a2.25 2.25 0 0 1 2.25-2.25h13.5A2.25 2.25 0 0 1 21 7.5v11.25m-18 0A2.25 2.25 0 0 0 5.25 21h13.5A2.25 2.25 0 0 0 21 18.75m-18 0v-7.5A2.25 2.25 0 0 1 5.25 9h13.5A2.25 2.25 0 0 1 21 11.25v7.5"/&gt;&lt;/svg&gt;
2025.04 – 2030.03
&lt;/span&gt;
&lt;span class="inline-flex items-center gap-1"&gt;
&lt;svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 21v-8.25M15.75 21v-8.25M8.25 21v-8.25M3 9l9-6l9 6m-1.5 12V10.333A48.4 48.4 0 0 0 12 9.75c-2.551 0-5.056.2-7.5.582V21M3 21h18M12 6.75h.008v.008H12z"/&gt;&lt;/svg&gt;
Japan Society for the Promotion of Science (KAKENHI)
&lt;/span&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;/section&gt;</description></item><item><title>Elucidating Infant Learning Principles Based on Predictive Coding</title><link>https://www.takatohorii.jp/en/projects/infant-predictive-coding/</link><pubDate>Mon, 01 Apr 2024 00:00:00 +0000</pubDate><guid>https://www.takatohorii.jp/en/projects/infant-predictive-coding/</guid><description>&lt;p&gt;Human infants acquire the structure of the world and the intentions of others remarkably quickly from limited experience. This project aims to formulate the principles of infant learning as computational models grounded in predictive coding and active inference.&lt;/p&gt;
&lt;p&gt;We model the integration of multimodal sensory information and the generative processes of expectations and prediction errors in social interactions with caregivers. From the perspective of cognitive developmental robotics, we bridge real-robot experiments and developmental psychology experiments. By describing infant learning principles as a reproducible computational theory, we aim to apply these insights to the understanding of developmental disorders and to early-learning algorithms for robots.&lt;/p&gt;
&lt;section class="not-prose my-10"&gt;
&lt;div class="flex items-center gap-3 mb-6"&gt;
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&lt;/div&gt;
&lt;h3 class="text-xl sm:text-2xl font-bold text-gray-900 dark:text-white tracking-tight m-0"&gt;関連する研究費&lt;/h3&gt;
&lt;/div&gt;
&lt;div class="grid grid-cols-1 gap-4"&gt;
&lt;div class="group flex gap-4 bg-gradient-to-br from-white/90 to-primary-50/30 dark:from-gray-800/90 dark:to-primary-900/20 rounded-xl p-5 shadow-md hover:shadow-xl transition-all duration-300 border border-transparent hover:border-primary-200 dark:hover:border-primary-800 backdrop-blur-md"&gt;
&lt;div class="flex-shrink-0 w-12 h-12 bg-white dark:bg-gray-800 ring-1 ring-gray-200 dark:ring-gray-700 rounded-full flex items-center justify-center shadow-sm"&gt;
&lt;svg class='w-6 h-6 text-primary-600 dark:text-primary-400' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M4.26 10.147a60 60 0 0 0-.491 6.347A48.6 48.6 0 0 1 12 20.904a48.6 48.6 0 0 1 8.232-4.41a61 61 0 0 0-.491-6.347m-15.482 0a51 51 0 0 0-2.658-.813A60 60 0 0 1 12 3.493a60 60 0 0 1 10.399 5.84q-1.345.372-2.658.814m-15.482 0A51 51 0 0 1 12 13.489a50.7 50.7 0 0 1 7.74-3.342M6.75 15a.75.75 0 1 0 0-1.5a.75.75 0 0 0 0 1.5m0 0v-3.675A55 55 0 0 1 12 8.443m-7.007 11.55A5.98 5.98 0 0 0 6.75 15.75v-1.5"/&gt;&lt;/svg&gt;
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&lt;div class="flex-1 min-w-0"&gt;
&lt;p class="text-base sm:text-lg font-bold text-gray-900 dark:text-white leading-snug m-0"&gt;
&lt;a href="https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-24H00719/" target="_blank" rel="noopener" class="no-underline hover:text-primary-600 dark:hover:text-primary-400 transition-colors"&gt;How Do Babies Learn? Elucidating Human Infant Learning Principles Based on Predictive Coding Theory&lt;/a&gt;
&lt;/p&gt;
&lt;div class="flex flex-wrap items-center gap-2 mt-2"&gt;
&lt;span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-primary-100 text-primary-800 dark:bg-primary-900/40 dark:text-primary-200"&gt;Grant-in-Aid for Scientific Research (A)&lt;/span&gt;
&lt;span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200"&gt;Co-Investigator&lt;/span&gt;
&lt;span class="inline-flex items-center text-xs font-mono px-2 py-0.5 rounded bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200"&gt;24H00719&lt;/span&gt;
&lt;/div&gt;
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&lt;span class="inline-flex items-center gap-1"&gt;
&lt;svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M6.75 3v2.25M17.25 3v2.25M3 18.75V7.5a2.25 2.25 0 0 1 2.25-2.25h13.5A2.25 2.25 0 0 1 21 7.5v11.25m-18 0A2.25 2.25 0 0 0 5.25 21h13.5A2.25 2.25 0 0 0 21 18.75m-18 0v-7.5A2.25 2.25 0 0 1 5.25 9h13.5A2.25 2.25 0 0 1 21 11.25v7.5"/&gt;&lt;/svg&gt;
2024.04 – 2028.03
&lt;/span&gt;
&lt;span class="inline-flex items-center gap-1"&gt;
&lt;svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 21v-8.25M15.75 21v-8.25M8.25 21v-8.25M3 9l9-6l9 6m-1.5 12V10.333A48.4 48.4 0 0 0 12 9.75c-2.551 0-5.056.2-7.5.582V21M3 21h18M12 6.75h.008v.008H12z"/&gt;&lt;/svg&gt;
Japan Society for the Promotion of Science (KAKENHI)
&lt;/span&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;div class="group flex gap-4 bg-gradient-to-br from-white/90 to-primary-50/30 dark:from-gray-800/90 dark:to-primary-900/20 rounded-xl p-5 shadow-md hover:shadow-xl transition-all duration-300 border border-transparent hover:border-primary-200 dark:hover:border-primary-800 backdrop-blur-md"&gt;
&lt;div class="flex-shrink-0 w-12 h-12 bg-white dark:bg-gray-800 ring-1 ring-gray-200 dark:ring-gray-700 rounded-full flex items-center justify-center shadow-sm"&gt;
&lt;svg class='w-6 h-6 text-primary-600 dark:text-primary-400' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M4.26 10.147a60 60 0 0 0-.491 6.347A48.6 48.6 0 0 1 12 20.904a48.6 48.6 0 0 1 8.232-4.41a61 61 0 0 0-.491-6.347m-15.482 0a51 51 0 0 0-2.658-.813A60 60 0 0 1 12 3.493a60 60 0 0 1 10.399 5.84q-1.345.372-2.658.814m-15.482 0A51 51 0 0 1 12 13.489a50.7 50.7 0 0 1 7.74-3.342M6.75 15a.75.75 0 1 0 0-1.5a.75.75 0 0 0 0 1.5m0 0v-3.675A55 55 0 0 1 12 8.443m-7.007 11.55A5.98 5.98 0 0 0 6.75 15.75v-1.5"/&gt;&lt;/svg&gt;
&lt;/div&gt;
&lt;div class="flex-1 min-w-0"&gt;
&lt;p class="text-base sm:text-lg font-bold text-gray-900 dark:text-white leading-snug m-0"&gt;
&lt;a href="https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-21H03783/" target="_blank" rel="noopener" class="no-underline hover:text-primary-600 dark:hover:text-primary-400 transition-colors"&gt;Elucidation and Modeling of Infant Learning Mechanisms Based on Others&amp;#39; Motion Information&lt;/a&gt;
&lt;/p&gt;
&lt;div class="flex flex-wrap items-center gap-2 mt-2"&gt;
&lt;span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-primary-100 text-primary-800 dark:bg-primary-900/40 dark:text-primary-200"&gt;Grant-in-Aid for Scientific Research (B)&lt;/span&gt;
&lt;span class="inline-flex items-center text-xs font-semibold px-2.5 py-1 rounded-full bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200"&gt;Co-Investigator&lt;/span&gt;
&lt;span class="inline-flex items-center text-xs font-mono px-2 py-0.5 rounded bg-gray-100 text-gray-700 dark:bg-gray-700 dark:text-gray-200"&gt;21H03783&lt;/span&gt;
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&lt;div class="flex flex-wrap gap-x-4 gap-y-1 text-sm text-gray-700 dark:text-gray-300 mt-2"&gt;
&lt;span class="inline-flex items-center gap-1"&gt;
&lt;svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M6.75 3v2.25M17.25 3v2.25M3 18.75V7.5a2.25 2.25 0 0 1 2.25-2.25h13.5A2.25 2.25 0 0 1 21 7.5v11.25m-18 0A2.25 2.25 0 0 0 5.25 21h13.5A2.25 2.25 0 0 0 21 18.75m-18 0v-7.5A2.25 2.25 0 0 1 5.25 9h13.5A2.25 2.25 0 0 1 21 11.25v7.5"/&gt;&lt;/svg&gt;
2021.04 – 2024.03
&lt;/span&gt;
&lt;span class="inline-flex items-center gap-1"&gt;
&lt;svg class='w-4 h-4 opacity-70' xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"&gt;&lt;path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 21v-8.25M15.75 21v-8.25M8.25 21v-8.25M3 9l9-6l9 6m-1.5 12V10.333A48.4 48.4 0 0 0 12 9.75c-2.551 0-5.056.2-7.5.582V21M3 21h18M12 6.75h.008v.008H12z"/&gt;&lt;/svg&gt;
Japan Society for the Promotion of Science (KAKENHI)
&lt;/span&gt;
&lt;/div&gt;
&lt;div class="mt-2 text-sm text-gray-600 dark:text-gray-400 prose prose-sm dark:prose-invert max-w-none"&gt;Precursor of the current project (completed).&lt;/div&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;/div&gt;
&lt;/section&gt;</description></item><item><title>Computational Modeling of Emotional Development</title><link>https://www.takatohorii.jp/en/research/emotion-development/</link><pubDate>Mon, 01 Jan 2024 00:00:00 +0000</pubDate><guid>https://www.takatohorii.jp/en/research/emotion-development/</guid><description>&lt;p&gt;This line of research computationally models how human emotions develop through multimodal perception (vision, audition, touch). We focus on tactile dominance in infant-caregiver interaction and reproduce the developmental process of emotion perception using probabilistic generative models. We also investigate affective human-robot interaction based on an energy minimization framework grounded in Active Inference.&lt;/p&gt;</description></item></channel></rss>