{"id":5309,"date":"2026-07-05T09:15:08","date_gmt":"2026-07-05T00:15:08","guid":{"rendered":"https:\/\/hayashiyus.jp\/?page_id=5309"},"modified":"2026-07-12T21:49:39","modified_gmt":"2026-07-12T12:49:39","slug":"home","status":"publish","type":"page","link":"https:\/\/hayashiyus.jp\/","title":{"rendered":"Home"},"content":{"rendered":"\n<style id=\"mirage-css\">\nhtml,body{margin:0!important;height:100%!important;overflow:hidden!important}\n#mirage-root{position:fixed;inset:0;z-index:2147483000;overflow-y:auto;overflow-x:hidden;background:#02030d;color:#d0e8bd;font:16px\/1.7 -apple-system,\"Helvetica Neue\",\"Hiragino Sans\",sans-serif;-webkit-font-smoothing:antialiased}\n#mirage-root ::selection{background:#0d3f98;color:#eafad0}\n#mirage-root .mg-wrap{max-width:880px;margin:0 auto;padding:6rem 1.25rem 4rem;display:grid;gap:2rem;position:relative;z-index:1}\n#mirage-root .mg-card{background:rgba(2,3,13,0.72);border:1px solid rgba(47,95,122,0.35);border-radius:14px;backdrop-filter:blur(6px);-webkit-backdrop-filter:blur(6px);padding:2rem 2.5rem}\n#mirage-root .mg-hero{padding:3rem 2.5rem}\n#mirage-root h1{margin:0 0 .4rem;font-size:2.4rem;letter-spacing:.02em;color:#eafad0;font-weight:600;line-height:1.1}\n#mirage-root .mg-affil{color:#b1bf93;margin:0 0 1.2rem}\n#mirage-root .mg-tag{color:#d0e8bd;max-width:56ch;margin:0}\n#mirage-root h2{margin:.2rem 0 1rem;font-size:1.25rem;color:#eafad0;letter-spacing:.06em;text-transform:uppercase}\n#mirage-root .mg-grid{display:grid;gap:1.1rem}\n#mirage-root .mg-grid h3{margin:0 0 .25rem;font-size:1.05rem;color:#b1bf93}\n#mirage-root .mg-grid p{margin:0}\n#mirage-root hr{box-sizing:border-box;padding:0;border:none;border-top:1px solid rgba(47,95,122,0.35);margin:1.4rem 0 .4rem}\n#mirage-root a{color:#8fb7e8;text-decoration:none;border-bottom:1px solid rgba(143,183,232,.35)}\n#mirage-root a:hover{color:#bee7ff;border-color:#bee7ff}\n#mirage-root .mg-foot{color:#546b5f;text-align:center;font-size:.85rem}\n@media(max-width:640px){#mirage-root .mg-card,#mirage-root .mg-hero{padding:1.5rem 1.25rem}#mirage-root h1{font-size:1.8rem}}\n<\/style>\n<template id=\"mirage-tpl\">\n<main class=\"mg-wrap\">\n  <header class=\"mg-card mg-hero\">\n    <h1>Yusuke Hayashi<\/h1>\n    <p class=\"mg-affil\">Independent researcher \u2014 computational cognitive science &amp; collective intelligence<\/p>\n    <p class=\"mg-tag\">I study how symbols, meaning, and agreement emerge in populations of learning agents \u2014 and how the same mathematics can help humans and machines deliberate together.<\/p>\n  <\/header>\n  <section class=\"mg-card\">\n    <h1>Research<\/h1>\n    <div class=\"mg-grid\">\n      <article><h2>Collective Predictive Coding (CPC)<\/h2><p>Free-energy accounts of symbol emergence in multi-agent systems; phase transitions in shared representations.<\/p><\/article>\n      <article><h2>Symbol emergence &amp; emergent communication<\/h2><p>Lewis games, VQ world models, and the information-theoretic limits of shared codes.<\/p><\/article>\n      <article><h2>AI alignment<\/h2><p>Alignment as collective inference: what agreement between humans and models must preserve, and what it may compress away.<\/p><\/article>\n      <article><h2>Digital democracy<\/h2><p>Deliberation platforms (Polis-style) as collective world models; mapping high-dimensional opinion spaces.<\/p><\/article>\n    <\/div>\n    <hr>\n    <h2>Full publication list<\/h2>\n    <p><a href=\"https:\/\/scholar.google.co.jp\/citations?user=GZnX4kYAAAAJ\">Google Scholar<\/a><\/p>\n  <\/section>\n  <section class=\"mg-card\">\n    <h1>Recent Activity<\/h1>\n    <div class=\"mg-grid\">\n      <article><h2>Jun 2026 \u00b7 Conference<\/h2><p>Organizer of OS-49 \u201cAI Alignment\u201d at JSAI 2026, the 40th annual conference of the Japanese Society for Artificial Intelligence (Takasaki, Jun 8\u201312). <a href=\"https:\/\/conf.ai-gakkai.or.jp\/jsai2026\/os\/\">Session list<\/a><\/p><\/article>\n      <article><h2>May 2026 \u00b7 Preprint<\/h2><p>\u201cLost and Found in Translation: Variational Diagnostics for Neural Codebook Channels.\u201d <a href=\"https:\/\/arxiv.org\/abs\/2605.18846\">arXiv:2605.18846<\/a><\/p><\/article>\n      <article><h2>Feb 2026 \u00b7 Preprint<\/h2><p>\u201cThermodynamic Limits of Physical Intelligence.\u201d <a href=\"https:\/\/arxiv.org\/abs\/2602.05463\">arXiv:2602.05463<\/a><\/p><\/article>\n      <article><h2>2026 \u00b7 Preprint<\/h2><p>\u201cSymbiotic Alignment via Collective Predictive Coding: A Theoretical Framework for Co-Creative Human\u2013AI Ecosystems.\u201d <a href=\"https:\/\/zenodo.org\/records\/19029736\">Zenodo<\/a><\/p><\/article>\n      <article><h2>2026 \u00b7 Invited article<\/h2><p>\u201cCPC \u306e\u6570\u7406\u7684\u7406\u89e3\u2014\u2014Shannon \u7406\u8ad6\u304b\u3089\u96c6\u5408\u7684\u4e88\u6e2c\u7b26\u53f7\u5316\u3078,\u201d Journal of the Robotics Society of Japan, 44(5).<\/p><\/article>\n    <\/div>\n  <\/section>\n  <section class=\"mg-card\">\n    <h1>Contact<\/h1>\n    <p><a href=\"https:\/\/scholar.google.co.jp\/citations?user=GZnX4kYAAAAJ\">Google Scholar<\/a> \u00b7 <a href=\"https:\/\/x.com\/hayashiyus\">X<\/a> \u00b7 <a href=\"https:\/\/github.com\/hayashiyus\">GitHub<\/a> \u00b7 <a href=\"mailto:hayashi@aialign.net\">hayashi@aialign.net<\/a><\/p>\n  <\/section>\n  <footer class=\"mg-foot\">background: \u201cMirage Drift\u201d \u2014 a never-repeating chaotic fractal<\/footer>\n<\/main>\n<\/template>\n<script>(function(){\nfunction boot(){\n  try{\n    var els=[].slice.call(document.querySelectorAll(\"script.mgp\"));\n    els.sort(function(a,b){return (+a.getAttribute(\"data-i\"))-(+b.getAttribute(\"data-i\"));});\n    var B=els.map(function(e){return e.textContent.replace(\/\\s+\/g,\"\");}).join(\"\");\n    var bin=atob(B),bytes=new Uint8Array(bin.length);\n    for(var 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