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Nina Rouhani

@ninarouhani

๐Ÿง›๐Ÿปโ€โ™€๏ธ assist prof in brain & cognitive science @USC (postdoc @caltech, phd @princeton) ๐Ÿ”Ž computational approaches to reinforcement learning, memory & decision-making at individual & collective level; comp psychiatry http://www.rouhanilab.com

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02.09.2023
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Latest posts by Nina Rouhani @ninarouhani

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03.03.2026 03:06 ๐Ÿ‘ 10 ๐Ÿ” 7 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1
OSF

How do we balance external attention to the outside world and internal attention to our thoughts & memories?

We review evidence that external and internal attention can compete, unfold concurrently, or cooperate!

Loved working on this with @samversc.bsky.social & @tobiasegner.bsky.social!

25.02.2026 15:36 ๐Ÿ‘ 91 ๐Ÿ” 36 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1

Where you look next isnโ€™t arbitrary.
In our new paper, we model human eye movements in immersive visual search as reinforcement learning under cognitive constraints. ๐Ÿงต

23.02.2026 15:42 ๐Ÿ‘ 34 ๐Ÿ” 14 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

what about asking your bi friends about Binocular Rivalry?

17.02.2026 04:46 ๐Ÿ‘ 5 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Thrilled to finally share this work! ๐Ÿง ๐Ÿ”Š

Using a new reinforcement-free task we show mice (like humans) extract abstract structure from sound (unsupervised) & dCA1 is causally required by building factorised, orthogonal subspaces of abstract rules.

Led by Dammy Onih!
www.biorxiv.org/content/10.6...

16.02.2026 13:01 ๐Ÿ‘ 151 ๐Ÿ” 52 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 2

We review studies showing that when brain areas face similar computational demands in social and non-social context, they perform the same computations. We argue that exaptation (repurposing of traits for new functions) played a key role in brain evolution.

16.02.2026 17:38 ๐Ÿ‘ 51 ๐Ÿ” 18 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1
https://www.nature.com/articles/s41562-026-02403-w

Excited to share a new paper spearheaded by the wonderful @baror-shira.bsky.social:
tinyurl.com/bd8xdcum
@erc.europa.eu @nathumbehav.nature.com

We test the link between serial dependence (as an index of continuity) and event boundaries (indexing segmentation). A few key findings in the thread:

11.02.2026 14:49 ๐Ÿ‘ 49 ๐Ÿ” 26 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 2

New preprint from Lindsey Tepfer (@ltjaql.bsky.social) and me! We silenced portions of internal monologues in two films to manipulate participants' access to characters' thoughts. Using ISC and RSA, we found that this aligned later neural processing of the narrative & encoding of trait impressions.

11.02.2026 20:26 ๐Ÿ‘ 49 ๐Ÿ” 16 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 1

So proud of @meganspurney.bsky.social and team for this exciting new paper from my lab!

Younger adolescents' working memory performance benefits more from reward than older teens and young adults.

This occurs even though all ages report similar preferences about reward value and cognitive demand.

11.02.2026 20:21 ๐Ÿ‘ 17 ๐Ÿ” 8 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Very proud that this is finally out!

Come for the new auditory illusion, stay for the brain imaging and speech analysisโ€ฆ..

09.02.2026 20:41 ๐Ÿ‘ 48 ๐Ÿ” 16 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0
Preview
Neural Reinstatement of Encoding Context Mediates the Switch between Fear and Extinction Recall Abstract. Fear conditioning and extinction generate conflicting memory representations for a conditioned stimulus (CS). Retrieval of either memory is largely determined by the context where the CS is ...

Excited to announce that my last project from grad school is finally out in JoCN! Accepted last fall, but if youโ€™re a fan of formatted PDFs now is your time to strike.

Neural Reinstatement of Encoding Context Mediates the Switch between Fear and Extinction Recall

direct.mit.edu/jocn/article...

09.02.2026 15:50 ๐Ÿ‘ 15 ๐Ÿ” 2 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Careers | Human Resources

We are hiring a research specialist, to start this summer! This position would be a great fit for individuals looking to get more experience in computational and cognitive neuroscience research before applying to graduate school. #neurojobs Apply here: research-princeton.icims.com/jobs/21503/r...

04.02.2026 13:12 ๐Ÿ‘ 38 ๐Ÿ” 30 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 3
Preview
Misspecified models create the appearance of adaptive control during value-based choice - Communications Psychology In a new computational analysis of previous work, this study shows that a control-free mechanism better accounts for value-based decisions than an account that assumes top-down control invigorating th...

Final paper of my PhD ๐Ÿค—

www.nature.com/articles/s44...

There is growing interest in how cognitive control may improve value-based decision making.

However, we find that a recent paper overestimated the role of control in their task, leading to erroneous interpretations of dACC recordings.

03.02.2026 22:59 ๐Ÿ‘ 104 ๐Ÿ” 24 ๐Ÿ’ฌ 6 ๐Ÿ“Œ 1
Preview
a woman stands in front of a crowd on a stage with a lot of lights ALT: a woman stands in front of a crowd on a stage with a lot of lights

โ—New Paperโ—Is children's attention more like a spotlight that darts across time, or one that diffuses across many things at once? How might children's immature attention help their learning? Our Dev Sci Paper has answers! ๐Ÿงต๐ŸŽฏ

pubmed.ncbi.nlm.nih.gov/41549519/

23.01.2026 20:53 ๐Ÿ‘ 15 ๐Ÿ” 8 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0
Preview
Episodic memory facilitates flexible decision-making via access to detailed events - Nature Human Behaviour Nicholas and Mattar found that people use episodic memory to make decisions when it is unclear what will be needed in the future. These findings reveal how the rich representational capacity of episod...

Our experiences have countless details, and it can be hard to know which matter.

How can we behave effectively in the future when, right now, we don't know what we'll need?

Out today in @nathumbehav.nature.com , @marcelomattar.bsky.social and I find that people solve this by using episodic memory.

23.01.2026 13:18 ๐Ÿ‘ 130 ๐Ÿ” 49 ๐Ÿ’ฌ 7 ๐Ÿ“Œ 2

How do we achieve few-shot generalization? New work led by @fabianrenz.bsky.social dives into the role of replay in learning and using structure to generalize reward. Dream team effort with Shany Grossman @nathanieldaw.bsky.social Peter Dayan & @doellerlab.bsky.social
www.biorxiv.org/content/10.6...

18.01.2026 15:33 ๐Ÿ‘ 74 ๐Ÿ” 26 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 1
Preview
Iran report says 16,500 dead in โ€˜genocide under digital darknessโ€™ โ€” The Times and The Sunday Times โ€˜You have ten minutes to cry,โ€ came the officerโ€™s curt command to the couple as he revealed the corpse of their twentysomething daughter, gunned down in the historic streets of Isfahan. After searchin...

New report from doctors shows the Iranian regime slaughtered 16,500 protesters during the communications shutdown.

18.01.2026 18:04 ๐Ÿ‘ 1153 ๐Ÿ” 794 ๐Ÿ’ฌ 74 ๐Ÿ“Œ 104
Preview
A unifying account of replay as context-driven memory reactivation A context-driven memory model simulates a wide range of characteristics of waking and sleeping hippocampal replay, providing a new account of how and why replay occurs.

Really thrilled that this paper led by @neurozz.bsky.social is now published in its final version in @elife.bsky.social!!

This is a memory-focused (as opposed to RL-focused) account of the detailed characteristics of forward and backward awake and sleep replay!

elifesciences.org/articles/99931

15.01.2026 13:57 ๐Ÿ‘ 140 ๐Ÿ” 53 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 1
Preview
Nicole Rust Nicole RustDirector of Visual Memory LabDepartment of PsychologyUniversity of Pennsylvania A New-New Intellectual Framework for PsychiatryIn 1998, Eric Kandel published the brilliant essay&n...

Recently posted: A video of this talk, intended to trigger conversations.

Please consider watching as a group, followed by a discussion of next steps for psychiatry-related research with your community. Discussions like these are crucial for progress.

mediacentral.princeton.edu/media/Nicole...

13.01.2026 07:40 ๐Ÿ‘ 31 ๐Ÿ” 16 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 2
Preview
Junior Specialist - Lapate Laboratory, Department of Psychological & Brain Sciences University of California Santa Barbara is hiring. Apply now!

๐Ÿ“ฃ Our lab is hiring a full-time RA/lab manager! Join us in beautiful Santa Barbara to study the neural bases of affect-cognition interactions using fMRI and brain stimulation. Great stepping stone to a PhD in cognitive/affective neuro ๐Ÿง ๐Ÿฌ๐Ÿ–๏ธ Apply by Jan 22: recruit.ap.ucsb.edu/JPF03048

13.01.2026 22:23 ๐Ÿ‘ 42 ๐Ÿ” 29 ๐Ÿ’ฌ 4 ๐Ÿ“Œ 2
How We Learn Lab

๐Ÿง  Hiring a Research Assistant/Lab Manager! Share widely! ๐Ÿ“ St. Louis | โฐ Full-time

We're launching the How We Learn Lab @WashU, studying attention, learning & memory interactions. Perfect for anyone interested in dev cog neuro who wants hands-on experience before grad school.

deckerlab.com

12.01.2026 15:23 ๐Ÿ‘ 30 ๐Ÿ” 23 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 2
Models of Language and Communication - PSYC 51.17 Course materials for PSYC 51.17: Language Models from Scratch - Dartmouth College

Excited to be teaching a new undergraduate course on Models of Language and Conversation this term!

Check it out here: context-lab.com/llm-course/

I've added lots of fun interactive demos of chatbots and NLP techniques that let students dig into the approaches.

07.01.2026 13:10 ๐Ÿ‘ 26 ๐Ÿ” 8 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Preview
Agency alters memory organization during free recall - PubMed This study examined how agentic decisions in the absence of explicit rewards influence memory organization. Participants studied lists of items to assign as gifts to two characters-either choosing freely (Choice group) or following instructions (Fixed group). During free recall, participants in the โ€ฆ

Agency reorganizes memory around relevant decisions. This was collaboration the deeply missed Sarah DuBrow and steer-headed by our grad students @lindsayrait.bsky.social and Elizabeth Horwath.

p.s. the task design involves curating gift baskets.

pubmed.ncbi.nlm.nih.gov/41436249/

07.01.2026 02:05 ๐Ÿ‘ 25 ๐Ÿ” 9 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
PNAS Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...

Fresh off the press from all-star post-doc Blake Elliott: www.pnas.org/doi/10.1073/...

We show that the HPC supports coincidence detection across VTA and lPFC in service of novelty-evoked invigoration. Stay-tuned for how these circuits are altered in psychosis risk.

07.01.2026 02:00 ๐Ÿ‘ 35 ๐Ÿ” 14 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

What if we could tell you how well youโ€™ll remember your next visit to your local coffee shop? โ˜•๏ธ

In our new Nature Human Behaviour paper, we show that the ๐—พ๐˜‚๐—ฎ๐—น๐—ถ๐˜๐˜† ๐—ผ๐—ณ ๐—ฎ ๐˜€๐—ฝ๐—ฎ๐˜๐—ถ๐—ฎ๐—น ๐—ฟ๐—ฒ๐—ฝ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ป๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป can be measured with neuroimaging โ€“ and ๐˜๐—ต๐—ฎ๐˜ ๐˜€๐—ฐ๐—ผ๐—ฟ๐—ฒ ๐—ฝ๐—ฟ๐—ฒ๐—ฑ๐—ถ๐—ฐ๐˜๐˜€ ๐—ต๐—ผ๐˜„ ๐˜„๐—ฒ๐—น๐—น ๐—ป๐—ฒ๐˜„ ๐—ฒ๐˜…๐—ฝ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ๐˜€ ๐˜„๐—ถ๐—น๐—น ๐˜€๐˜๐—ถ๐—ฐ๐—ธ.

05.01.2026 18:43 ๐Ÿ‘ 72 ๐Ÿ” 25 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 2
Post image

What has my research lab been up to in 2025?
Time for a wrap up of our research!

This image is a gathering of key figures from our 2025 publications:

Links to publications in the replies:
#spierslab #research #neuroskyence

18.12.2025 14:01 ๐Ÿ‘ 30 ๐Ÿ” 9 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0

Had a great time talking to Maggie Penman about new research on lifespan brain development led by @alexamousley.bsky.social in @duncanastle.bsky.social's group.

This is a great summary of the study and a broader discussion of what brain research can teach us about important developmental phases.

11.12.2025 03:04 ๐Ÿ‘ 17 ๐Ÿ” 4 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Preview
Dynamic brain mechanisms supporting salient memories under cortisol The stress-related hormone cortisol alters dynamic brain networks predicting memory and arousal to promote emotional memories.

How does cortisol tune brain networks to form strong emotional memories? Excited to share new work led by amazing former RA Flory Huang w collabs Rajita Sinha and @toddc.bsky.social #neuroskyence www.science.org/doi/10.1126/...

11.12.2025 16:42 ๐Ÿ‘ 54 ๐Ÿ” 20 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 1

congrats tyler!!! such awesome news! your lab members will be so lucky and can't wait to see the work out of your lab!

25.11.2025 22:06 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
a red building on UPENN's campus photographed during the fall

a red building on UPENN's campus photographed during the fall

the Philadelphia skyline, with clear skies and autumn trees

the Philadelphia skyline, with clear skies and autumn trees

starting fall 2026 i'll be an assistant professor at @upenn.edu ๐Ÿฅณ

my lab will develop scalable models/theories of human behavior, focused on memory and perception

currently recruiting PhD students in psychology, neuroscience, & computer science!

reach out if you're interested ๐Ÿ˜Š

25.11.2025 21:36 ๐Ÿ‘ 227 ๐Ÿ” 45 ๐Ÿ’ฌ 25 ๐Ÿ“Œ 3