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index.html

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<script defer src="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/js/all.min.js"></script>
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<script defer src="https://cdn.jsdelivr.net/npm/bulma-carousel@4.0.3/dist/js/bulma-carousel.min.js"></script>
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<!-- —— 样式 —— -->
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<style>
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:root {
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--bg-main: #ffffff;
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--text-main: #1a1a1a;
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}
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[data-theme="dark"] {
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--bg-main: #181818;
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--text-main: #e5e5e5;
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}
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html {
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scroll-behavior: smooth;
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}
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body {
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background: var(--bg-main);
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color: var(--text-main);
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font-family: "Noto Sans", sans-serif;
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}
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/* 导航栏 */
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/* Navbar fixed styling */
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.navbar {
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position: sticky;
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top: 0;
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z-index: 20;
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background: var(--bg-main);
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box-shadow: 0 2px 4px rgba(0, 0, 0, .06);
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box-shadow: 0 2px 4px rgba(0, 0, 0, 0.06);
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}
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/* 标题大小响应式 */
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.hero-body {
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padding: 3rem 1.5rem;
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}
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}
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}
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/* 深色标题白字 */
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/* Dark mode title fix */
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[data-theme="dark"] .title {
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color: #ffffff !important;
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}
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/* Dark mode fix for .hero.is-light */
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[data-theme="dark"] .hero.is-light {
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background: #1e1e1e !important;
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color: #e5e5e5 !important;
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}
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/* strong 和 figcaption 的深色优化 */
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/* Strong/figcaption color fix for dark mode */
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[data-theme="dark"] p strong,
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[data-theme="dark"] li strong,
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[data-theme="dark"] figcaption strong {
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color: #ffffff !important;
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}
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[data-theme="dark"] figcaption {
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color: #dcdcdc !important;
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}
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/* ✅ 渐变卡片统一样式(Key Findings */
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/* Key Findings and Summary gradient box */
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.gradient-box {
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position: relative;
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border-radius: 1rem;
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padding: 1.5rem;
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font-size: 1rem;
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line-height: 1.6;
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box-shadow: 0 4px 8px rgba(0, 0, 0, 0.08);
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overflow: hidden;
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color: #1a1a1a !important;
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background: #f5f5f5;
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padding: 1.2rem 1.5rem;
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border-radius: 12px;
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box-shadow: 0 2px 8px rgba(0, 0, 0, 0.06);
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transition: all 0.2s ease;
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}
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.gradient-box::before {
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content: "";
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position: absolute;
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inset: 0;
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border-radius: inherit;
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background: rgba(0, 0, 0, .12);
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background: rgba(0, 0, 0, 0.05);
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mix-blend-mode: multiply;
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pointer-events: none;
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}
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[data-theme="dark"] .gradient-box {
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color: #ffffff !important;
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background: #2b2b2b;
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text-shadow: 0 1px 3px rgba(0, 0, 0, 0.4);
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}
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/* ✅ 卡片高度一致设置 */
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/* Equal height columns for summary cards */
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.equal-height-columns {
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display: flex;
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flex-wrap: wrap;
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}
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.equal-height-columns .column {
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display: flex;
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}
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.equal-height-columns .box {
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flex: 1;
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display: flex;
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min-height: 240px;
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}
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/* ✅ 深色模式下的卡片文字可读性 */
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[data-theme="dark"] .gradient-box {
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color: #ffffff !important;
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text-shadow: 0 1px 2px rgba(0, 0, 0, 0.4);
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}
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/* Design 段落 <u> 去下划线 */
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#design u {
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text-decoration: none;
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}
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/* 图像美化 */
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/* Figure styles */
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.carousel img,
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figure img {
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border-radius: 8px;
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box-shadow: 0 4px 8px rgba(0, 0, 0, .08);
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}
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.box {
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border-radius: 6px;
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box-shadow: 0 2px 6px rgba(0, 0, 0, .05);
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box-shadow: 0 4px 8px rgba(0, 0, 0, 0.08);
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}
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figure figcaption {
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margin-top: 6px;
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font-size: .8rem;
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font-size: 0.8rem;
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color: #666;
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text-align: center;
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}
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/* BibTeX copy */
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/* Author tooltip-style inline affiliations */
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.affiliation {
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font-weight: normal;
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font-size: 0.9em;
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color: #888;
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margin-left: 4px;
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}
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a[title] {
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text-decoration: none;
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border-bottom: 1px dashed #ccc;
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cursor: help;
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}
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[data-theme="dark"] a[title] {
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border-bottom-color: #666;
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}
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[data-theme="dark"] .affiliation {
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color: #aaa;
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}
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/* BibTeX copy button */
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.copy-btn {
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position: absolute;
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top: 8px;
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background: #3273dc;
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color: #fff;
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border-radius: 4px;
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font-size: .8rem;
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font-size: 0.8rem;
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padding: 4px 8px;
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cursor: pointer;
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}
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/* 页脚(深色) */
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/* Footer in dark mode */
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[data-theme="dark"] .footer {
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background-color: #181818 !important;
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color: #e5e5e5 !important;
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}
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[data-theme="dark"] .footer a {
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color: #a0c8ff !important;
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}
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/* Remove underlines from #design <u> */
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#design u {
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text-decoration: none;
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}
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</style>
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@@ -225,25 +228,41 @@
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<div class="container is-max-desktop has-text-centered">
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<h1 class="title is-1">🧠 Machine Psychophysics: Cognitive Control in Vision–Language Models</h1>
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<p class="is-size-5">Dezhi Luo<sup>1</sup>, Maijunxian Wang<sup>2</sup>, Bingyang Wang<sup>3</sup>,<br>
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Tianwei Zhao<sup>4</sup>, Yijiang Li<sup>5</sup>, Hokin Deng<sup>6</sup></p>
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<p class="is-size-5">
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<a href="https://ihzedoul.com/" target="_blank">Dezhi Luo<sup>1</sup></a>,
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<a href="https://openreview.net/profile?id=%7EMaijunxian_Wang1" target="_blank">Maijunxian Wang<sup>2</sup></a>,
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<a href="https://openreview.net/profile?id=%7EBingyang_Wang2" target="_blank">Bingyang Wang<sup>3</sup></a>,<br>
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<a href="https://openreview.net/profile?id=~Tianwei_Zhao1" target="_blank">Tianwei Zhao<sup>4</sup></a>,
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<a href="https://williamium3000.github.io/" target="_blank">Yijiang Li<sup>5</sup></a>,
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<a href="https://hokindeng.github.io/" target="_blank">Hokin Deng<sup>6</sup></a>
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</p>
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<p class="is-size-6">
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<sup>1</sup>Michigan <sup>2</sup>UC Davis <sup>3</sup>Emory <sup>4</sup>JHU <sup>5</sup>UCSD <sup>6</sup>CMU
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<sup>1</sup>University of Michigan &nbsp;&nbsp;
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<sup>2</sup>University of California, Davis &nbsp;&nbsp;
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<sup>3</sup>Emory University<br>
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<sup>4</sup>Johns Hopkins University &nbsp;&nbsp;
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<sup>5</sup>University of California, San Diego &nbsp;&nbsp;
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<sup>6</sup>Carnegie Mellon University
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</p>
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<p class="is-size-6">🌱 <strong>GrowAI Team</strong>
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<a href="https://growing-ai-like-a-child.github.io/" target="_blank">growing-ai-like-a-child.github.io</a>
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</p>
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<p style="margin-top:15px">
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<a class="button is-dark is-rounded" href="https://arxiv.org/abs/2505.18969" target="_blank">
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<span class="icon"><i class="fas fa-file-pdf"></i></span><span>Paper</span></a>
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<span class="icon"><i class="fas fa-file-pdf"></i></span><span>Paper</span>
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</a>
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<a class="button is-dark is-rounded" href="https://github.com/grow-ai-like-a-child/Psychophysics" target="_blank">
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<span class="icon"><i class="fab fa-github"></i></span><span>Code & Dataset</span></a>
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<span class="icon"><i class="fab fa-github"></i></span><span>Code & Dataset</span>
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</a>
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</p>
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</div>
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</div>
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</section>
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<!-- Teaser -->
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<section class="section">
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<div class="container is-max-desktop">
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<div class="columns is-multiline is-centered equal-height-columns">
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<div class="column is-half">
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<div class="box gradient-box" style="background:linear-gradient(135deg,#b3cde0,#ccebc5);">
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<h4 class="title is-5">🎯 Congruency Effect</h4>
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<div class="box gradient-box" style="background:linear-gradient(135deg,#e0f7fa,#b2ebf2);">
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<h4 class="title is-5" style="min-height: 3rem;">🎯 Congruency Effect</h4>
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<p>&gt;95% models show conflict interference.<br>
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Stroop: t = 8.99, p &lt; 10⁻¹⁴<br>
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Flanker-L: t = 17.88, p &lt; 10⁻³³<br>
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</div>
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<div class="column is-half">
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<div class="box gradient-box" style="background:linear-gradient(135deg,#decbe4,#fed9a6);">
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<h4 class="title is-5">🧱 Squared Conflict</h4>
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<div class="box gradient-box" style="background:linear-gradient(135deg,#fceabb,#f8b500);">
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<h4 class="title is-5" style="min-height: 3rem;">🧱 Squared Conflict</h4>
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<p>Fully-incongruent (SIRC) trials show largest drop.<br>All p &lt; 0.001</p>
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</div>
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</div>
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<div class="column is-half">
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<div class="box gradient-box" style="background:linear-gradient(135deg,#ffffcc,#ccebc5);">
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<h4 class="title is-5">🧪 Control Accuracy</h4>
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<div class="box gradient-box" style="background:linear-gradient(135deg,#e0c3fc,#8ec5fc);">
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<h4 class="title is-5" style="min-height: 3rem;">🧪 Control Accuracy</h4>
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<p>Accuracy ≈ 85% on 238 control trials<br>(OCR, color, spatial).</p>
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</div>
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</div>
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<div class="column is-half">
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<div class="box gradient-box" style="background:linear-gradient(135deg,#fbb4ae,#fddaec);">
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<h4 class="title is-5">🔁 Task Concordance</h4>
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<div class="box gradient-box" style="background:linear-gradient(135deg,#d4fc79,#96e6a1);">
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<h4 class="title is-5" style="min-height: 3rem;">🔁 Task Concordance</h4>
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<p>r = 0.96 between Letter-/Number-Flanker<br>→ shared bottleneck</p>
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</div>
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</div>
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<!-- BibTeX -->
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<section class="section" id="BibTeX">

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