ari ☀️

ari ☀️

@khoudary.bsky.social

mindCORE postdoc @ penn, phd in cogsci from uci; evidence accumulation, learning, memory, metacognition, and philosophy of cognitive [neuro]science 🧠 they/them 🏳️‍🌈 ⚧️ 🇸🇾

381 followers421 following84 posts

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ari ☀️ reposted

1/10 🧠 Imagine seeing a cute dog before it runs away. A few seconds later, your friend tells you this was a Corgi. To remember this experience later, your brain has to link the dog (who is now out of sight) with the name you just heard.

bioRxiv Neuroscience@biorxiv-neursci.bsky.social

The human hippocampus retroactively binds experiences across time https://www.biorxiv.org/content/10.64898/2026.10.20.760394v1

ari ☀️ reposted

Should your therapist look like you? As a Lebanese therapist, I've experienced the magic of validating another person through shared language & customs. And yet, similarity isn't always what helps us grow. My essay below explores benefits & limitations of "identity matching" in therapy!

gendrics.comShould Your Therapist Look Like You?Should your therapist look like you? A clinical psychologist explores identity matching in therapy, its benefits, limitations, and what matters most.

ari ☀️ reposted

Bespoke: Models are highly variable and play a variety of useful roles in scientific investigation and inference

Dan Levenstein@dlevenstein.bsky.social

Broke: all models are wrong but some are useful Woke: models are useful because they are wrong

ari ☀️ reposted

Thrilled to announce that I will be joining the University of Miami as an Assistant Professor of Psychology next year! I am recruiting a PhD student to start in Fall 2027 — please reach out if you are interested in joining the lab! For more info check out my website: dan-mirea.com

ari ☀️ reposted

New lab preprint! @khoudary.bsky.social presents a tour-de-force: a new model of how uncertain expectations should help resolve uncertain sensations, supported by re-analysis of four experiments in monkeys (behavior, ephys) and humans (behavior, fMRI, EEG, intracranial) @meganakpeters.bsky.social

ari ☀️@khoudary.bsky.social

how does memory support perceptual decisions made under uncertainty? this question has scaffolded my entire PhD, and I'm so excited to share part of it in this ✨new preprint ✨ w/ @meganakpeters.bsky.social and @aaronbornstein.bsky.social! link: www.biorxiv.org/content/10.6...

ari ☀️ reposted

ari ☀️ reposted

big congrats to my mentor @felipedebrigard.bsky.social for being recognized for his incredible work on memory & forgiveness! also props to his student @gabrielafm.bsky.social who is leading this research and to lab manager @kmiceli.bsky.social

NPR@npr.org

The MacArthur Foundation has just announced its latest batch of 20 fellows. Among the recipients of the $800,000 "no-strings-attached" fellowships are researchers who were recognized for their work at the intersection of science and justice. n.pr/4ynOvq0

critically, the findings we synthesize *cannot* be explained (or predicted!) by existing normative models. on our model, however, they emerge naturally from the temporally-extended, probabilistic nature of memory retrieval + optimal integration of that signal with incoming evidence from vision

additionally, our model predicts that reliance on expectations ebbs & flows throughout a single decision: increasing at the moments in time when sensory evidence is uncertain, and decreasing as sensory uncertainty diminishes 〰️ this makes sense but has been difficult to test in lab---stay tuned!

these assumptions come from models that optimize speed-accuracy tradeoffs, but totally elide the role of memory systems in acquiring and deploying expectations (😱) we present a new model jointly grounded in empirical properties of memory systems & normative principles of inference under uncertainty

we show that our model synthesizes neural & behavioral findings across four (!) experiments w/ diff manipulations of expectations (x&y axes below). also, we show that one of its key latent quantities---a time-varying weight on expectations--matches frontal theta oscillations in humans 🧠📈📉

lots of work has investigated how what we _expect_ to see influences how (& what) we decide what we’re seeing. but it has largely rested on two assumptions: (1) observers have no uncertainty about their expectations (2) expectations exert static (i.e., time-constant) effects on decisions

ari ☀️ reposted

📣 NEW PREPRINT ALERT! 📣 📝Preprint: www.biorxiv.org/content/10.6... When choosing between options with multiple attributes, what does the brain actually compare - individual attributes or integrated option values? We combined EEG + eye-tracking to find out... and found evidence for the latter 🧠

biorxiv.orgFixation-evoked potentials reveal neural signatures of hierarchical value-integration during decision-makingMany decisions require maintaining beliefs across multiple levels of representation, from sampling and integrating information to forming action plans. To elucidate these processes and reveal the neur...

ari ☀️ reposted

PREPRINT UPDATE🥳👇: 🧠learning under uncertainty & metacognitive processes are not as generalizable as previously thought! both evolve differently depending on structure & stimulus set osf.io/preprints/ps...

osf.ioOSF
Rochelle Kaper@rochellekaper.bsky.social

super excited to share my preprint with @meganakpeters.bsky.social stimulus familiarity shapes hierarchical structure learning and metacognitive dynamics🚀😊!! osf.io/preprints/ps...

ari ☀️ reposted

delighted to have been able to chip in on this newly published paper by @wiktoriakozyra.bsky.social & @smfleming.bsky.social on how confidence “biases” arise from normative Bayesian models!

Steve Fleming@smfleming.bsky.social

Our paper “Confidence is detection-like in high-dimensional spaces” is now published in Open Mind, led by @wiktoriakozyra.bsky.social and @kevingoneill.github.io direct.mit.edu/opmi/article...

ari ☀️ reposted

What is information, really? Instead of arguing for a single valid interpretation, we propose a pluralistic view where rigorous alternatives coexist — each with affordances and limits Finally published: “Four faces of information in natural systems” 🧵

ari ☀️ reposted

DR @khoudary.bsky.social !!! so incredibly well deserved💗 so proud of you and cannot wait to continue to watch you soar✨

aaron bornstein@aaronbornstein.bsky.social

Congratulations to Dr. Ari @khoudary.bsky.social on a successful PhD defense! @meganakpeters.bsky.social and I are so proud of all you have accomplished and excited for what you will do at @pennmindcore.bsky.social!

ari ☀️ reposted

We are thrilled to have @khoudary.bsky.social continue their scholarly journey with us next month and are also excited to see what they will do here @upenn.edu! But for now, celebrations are in order for Dr. Khoudary! 🎉

aaron bornstein@aaronbornstein.bsky.social

Congratulations to Dr. Ari @khoudary.bsky.social on a successful PhD defense! @meganakpeters.bsky.social and I are so proud of all you have accomplished and excited for what you will do at @pennmindcore.bsky.social!

ari ☀️ reposted

it has been my pleasure and privilege to get to work with you, DOCTOR @khoudary.bsky.social, for the past nearly 6 years! @aaronbornstein.bsky.social are so proud of the stellar scientist (and philosopher!) you have become. so grateful to have been along for the ride 😊

aaron bornstein@aaronbornstein.bsky.social

Congratulations to Dr. Ari @khoudary.bsky.social on a successful PhD defense! @meganakpeters.bsky.social and I are so proud of all you have accomplished and excited for what you will do at @pennmindcore.bsky.social!

ari ☀️ reposted

it's been such a delight to work with (recent UNDERGRAD) @yuzhengwu2329.bsky.social on this passion project characterizing effects of evidence volatility on choice confidence. come chat w/ us this afternoon on the 10th floor, poster D53 🧠

megan peters 🧠@meganakpeters.bsky.social

the #ReflexionLab 's posters at @cogcompneuro.bsky.social #CCN2026!! presented by @aliekhlasi.bsky.social @yuzhengwu2329.bsky.social @rochellekaper.bsky.social and @emilwolsson.bsky.social!

ari ☀️ reposted

heading to nyc to give a talk at the Metacognition Science Satellite at #CCN2026 this sunday🗽🤔 catch me in the metacognition in novel task domains session @ 2:30🤗 w/ @meganakpeters.bsky.social

Steve Fleming@smfleming.bsky.social

🚨 Announcing another edition of the Metacognitive Science satellite in NYC, August 2nd 2026 (day before CCN) 🧠 🧪 Abstract submission is now open and closes May 15th! metacognitivescience.org Co-organised with @meganakpeters.bsky.social @luciecharlesneuro.bsky.social @dobyrahnev.bsky.social

ari ☀️ reposted

I'm heading to #CogSci2026 @cogscisociety.bsky.social this evening, looking forward to seeing lots of new & familiar faces! 🇧🇷 I'll be presenting this paper: A measure of metacognitive bias you can be confident in 📍: T.18.3 🗓️: July 24th, 2-3:30pm 👥: @tianqizhan.bsky.social @smfleming.bsky.social

Kevin O’Neill@kevingoneill.github.io

In a new preprint w/ @tianqizhan.bsky.social & @smfleming.bsky.social, we developed a new measure of metacognitive bias (over/under confidence in individual decisions)! doi.org/10.31234/osf...