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198201</ style >
199202
200203
225228 < div class ="container is-max-desktop has-text-centered ">
226229 < h1 class ="title is-1 "> 🧠 Machine Psychophysics: Cognitive Control in Vision–Language Models</ h1 >
227230
228- < p class ="is-size-5 "> Dezhi Luo< sup > 1</ sup > , Maijunxian Wang< sup > 2</ sup > , Bingyang Wang< sup > 3</ sup > ,< br >
229- Tianwei Zhao< sup > 4</ sup > , Yijiang Li< sup > 5</ sup > , Hokin Deng< sup > 6</ sup > </ p >
231+ < p class ="is-size-5 ">
232+ < a href ="https://ihzedoul.com/ " target ="_blank "> Dezhi Luo< sup > 1</ sup > </ a > ,
233+ < a href ="https://openreview.net/profile?id=%7EMaijunxian_Wang1 " target ="_blank "> Maijunxian Wang< sup > 2</ sup > </ a > ,
234+ < a href ="https://openreview.net/profile?id=%7EBingyang_Wang2 " target ="_blank "> Bingyang Wang< sup > 3</ sup > </ a > ,< br >
235+ < a href ="https://openreview.net/profile?id=~Tianwei_Zhao1 " target ="_blank "> Tianwei Zhao< sup > 4</ sup > </ a > ,
236+ < a href ="https://williamium3000.github.io/ " target ="_blank "> Yijiang Li< sup > 5</ sup > </ a > ,
237+ < a href ="https://hokindeng.github.io/ " target ="_blank "> Hokin Deng< sup > 6</ sup > </ a >
238+ </ p >
239+
230240 < p class ="is-size-6 ">
231- < 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
241+ < sup > 1</ sup > University of Michigan
242+ < sup > 2</ sup > University of California, Davis
243+ < sup > 3</ sup > Emory University< br >
244+ < sup > 4</ sup > Johns Hopkins University
245+ < sup > 5</ sup > University of California, San Diego
246+ < sup > 6</ sup > Carnegie Mellon University
232247 </ p >
248+
233249 < p class ="is-size-6 "> 🌱 < strong > GrowAI Team</ strong > –
234250 < a href ="https://growing-ai-like-a-child.github.io/ " target ="_blank "> growing-ai-like-a-child.github.io</ a >
235251 </ p >
236252
237253 < p style ="margin-top:15px ">
238254 < a class ="button is-dark is-rounded " href ="https://arxiv.org/abs/2505.18969 " target ="_blank ">
239- < span class ="icon "> < i class ="fas fa-file-pdf "> </ i > </ span > < span > Paper</ span > </ a >
255+ < span class ="icon "> < i class ="fas fa-file-pdf "> </ i > </ span > < span > Paper</ span >
256+ </ a >
240257 < a class ="button is-dark is-rounded " href ="https://github.com/grow-ai-like-a-child/Psychophysics " target ="_blank ">
241- < span class ="icon "> < i class ="fab fa-github "> </ i > </ span > < span > Code & Dataset</ span > </ a >
258+ < span class ="icon "> < i class ="fab fa-github "> </ i > </ span > < span > Code & Dataset</ span >
259+ </ a >
242260 </ p >
243261 </ div >
244262 </ div >
245263</ section >
246264
265+
247266<!-- Teaser -->
248267< section class ="section ">
249268 < div class ="container is-max-desktop ">
@@ -416,8 +435,8 @@ <h3 class="title is-4 has-text-centered" style="margin-bottom: 2rem;">📐 Resul
416435 < div class ="columns is-multiline is-centered equal-height-columns ">
417436
418437 < div class ="column is-half ">
419- < div class ="box gradient-box " style ="background:linear-gradient(135deg,#b3cde0,#ccebc5 ); ">
420- < h4 class ="title is-5 "> 🎯 Congruency Effect</ h4 >
438+ < div class ="box gradient-box " style ="background:linear-gradient(135deg,#e0f7fa,#b2ebf2 ); ">
439+ < h4 class ="title is-5 " style =" min-height: 3rem; " > 🎯 Congruency Effect</ h4 >
421440 < p > >95% models show conflict interference.< br >
422441 Stroop: t = 8.99, p < 10⁻¹⁴< br >
423442 Flanker-L: t = 17.88, p < 10⁻³³< br >
@@ -427,22 +446,22 @@ <h4 class="title is-5">🎯 Congruency Effect</h4>
427446 </ div >
428447
429448 < div class ="column is-half ">
430- < div class ="box gradient-box " style ="background:linear-gradient(135deg,#decbe4,#fed9a6 ); ">
431- < h4 class ="title is-5 "> 🧱 Squared Conflict</ h4 >
449+ < div class ="box gradient-box " style ="background:linear-gradient(135deg,#fceabb,#f8b500 ); ">
450+ < h4 class ="title is-5 " style =" min-height: 3rem; " > 🧱 Squared Conflict</ h4 >
432451 < p > Fully-incongruent (SIRC) trials show largest drop.< br > All p < 0.001</ p >
433452 </ div >
434453 </ div >
435454
436455 < div class ="column is-half ">
437- < div class ="box gradient-box " style ="background:linear-gradient(135deg,#ffffcc,#ccebc5 ); ">
438- < h4 class ="title is-5 "> 🧪 Control Accuracy</ h4 >
456+ < div class ="box gradient-box " style ="background:linear-gradient(135deg,#e0c3fc,#8ec5fc ); ">
457+ < h4 class ="title is-5 " style =" min-height: 3rem; " > 🧪 Control Accuracy</ h4 >
439458 < p > Accuracy ≈ 85% on 238 control trials< br > (OCR, color, spatial).</ p >
440459 </ div >
441460 </ div >
442461
443462 < div class ="column is-half ">
444- < div class ="box gradient-box " style ="background:linear-gradient(135deg,#fbb4ae,#fddaec ); ">
445- < h4 class ="title is-5 "> 🔁 Task Concordance</ h4 >
463+ < div class ="box gradient-box " style ="background:linear-gradient(135deg,#d4fc79,#96e6a1 ); ">
464+ < h4 class ="title is-5 " style =" min-height: 3rem; " > 🔁 Task Concordance</ h4 >
446465 < p > r = 0.96 between Letter-/Number-Flanker< br > → shared bottleneck</ p >
447466 </ div >
448467 </ div >
@@ -455,6 +474,7 @@ <h4 class="title is-5">🔁 Task Concordance</h4>
455474
456475
457476
477+
458478
459479<!-- BibTeX -->
460480< section class ="section " id ="BibTeX ">
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