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Posts by Nina Rouhani

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Planning in the Brain: It's Not What You Think It Is The neuroscience of planning has long been analogized to search algorithms in artificial intelligence (AI), which simulate future actions to guide immediate choices. We argue that advances in both neu...

New Annual Review with @nathanieldaw.bsky.social: “Planning in the Brain: It's Not What You Think It Is.” We argue that the brain's 'planning' machinery is mostly used for learning from simulated experience, and that thinking prospectively at decision time is just one special case of this process.

14 hours ago 101 42 3 2
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New preprint!

Prefrontal brain-to-brain synchrony during human group hunting: Evidence from fNIRS hyperscanning

Heroic work from @emre-yavuz-21.bsky.social and team

fNIRS & minecraft combined to reveal PFC synchrony during human group hunting

www.biorxiv.org/content/10.6...

1 day ago 71 19 4 1
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New preprint! 🧠
How do RNNs learn abstract rules from sequences, independent of specific stimuli?

By Vezha Boboeva, with Alberto Pezzotta & George Dimitriadis

"From sequences to schemas: low-rank recurrent dynamics underlie abstract relational representations"
www.biorxiv.org/content/10.6...

1 week ago 93 28 1 0

We’ve got an exciting new thing to share! We have causal evidence (using TMR) that memory reactivation during sleep promotes abstract understanding of underlying structure, allowing transfer learning in a new domain with zero superficial feature overlap with the learned one.

1 week ago 119 35 1 2

Some reports say over 500 schools, 55 libraries, & 25 universities hit.
You can debate the numbers, but hitting Sharif University & Beheshti is like hitting MIT & Stanford. I keep wondering: How would the scientific community respond differently if it was those universities? What’s the difference?

2 weeks ago 473 191 6 5
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Protect Academic Life in Iran We, the undersigned academics and researchers from around the world, express our profound concern over recent military strikes on Iran, the retaliatory responses, and the reported impact on civilian l...

Academic friends,
It's beyond heartbreaking to watch what's unfolding in Iran & the region.
A few of us drafted an open letter calling for protection of civilians & of educational, research, medical & cultural institutions.

Please read & sign if you agree:
sites.google.com/view/protect...

#IranWar

2 weeks ago 83 51 2 2

Happy to share some of the work done in our lab in this mega-thread of nine (!) papers/preprints (+1 sneak peek) from the last six months. Here goes (in no particular order)! **Please repost** and let me know if you need access to any of the PDFs! #sleeppeeps #sleep #neuroscience 1/12

4 weeks ago 35 17 2 0
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Repeated Viewing of a Film Clip Changes Event Timescales in The Brain Many everyday experiences share a recurring structure: routines, familiar routes, rewatched films, and replayed songs. How do repeated encounters with such structure alter the brain’s representations ...

How do the brain’s event representations change as we gain familiarity with an experience?

Brain regions’ representations can become coarser or finer as events become familiar. Slow-timescale structure predicts memory.

Excited to share this work w/ Narjes Al-Zahli & @chrisbaldassano.bsky.social!

4 weeks ago 107 39 0 1
Please wait whilst we redirect you All content on this site: Copyright © 2026 Elsevier B.V., its licensors, and contributors. All rights are reserved, including those for text and data mining, AI training, and similar technologies. For all open access content, the relevant licensing terms apply.

New paper! Out now in Neuropsychologia: “Sparsity and memory constraints interact with training sequence to bias learning of associative maps” with @dalezhou.bsky.social*, @kwcooper.bsky.social, @lovecrabmeat.bsky.social, and @aaronbornstein.bsky.social. authors.elsevier.com/a/1mipv6TBG9...
🧵:

4 weeks ago 19 8 1 1
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🚨NEW PREPRINT (w/ Fleming Peck & Hongjing Lu)

"Spontaneous emergence of context-dependent statistical learning in humans and neural networks"

We are constantly predicting what will happen next. Yet the same cue can lead to different predictions depending on context.

How might this work...? 🧵1/8

4 weeks ago 36 14 1 0

out today, enjoyed writing this w/ @diedrichsenjorn.bsky.social !

4 weeks ago 29 12 1 0

New lab paper! We built a new computational model that explains several disparate observations about the conditions that promote (or hinder) associative learning. Main finding is that different kinds of experience (blocked, interleaved) have opposing effect at high vs low memory capacity. 🧵 below!

4 weeks ago 35 11 0 0

New review from our group out in Nature Reviews Psychology:

Determinants of individual navigation ability

with my excellent co-author: @emre-yavuz-21.bsky.social

1 month ago 52 17 2 1
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...

Very happy that this paper from our lab is now out in @pnas.org! What happens when the *same* person experiences the *same* information with a *different* interpretation? Nearly the whole 🧠—well, at least nearly all association cortex—changes how it represents that information! tinyurl.com/p8chj2j7

1 month ago 176 70 2 3

Proud to share the lab’s first preprint, led by the fantastic @christinamaher.bsky.social! 🎉

Real-world environments are high-dimensional and noisy.
Selective attention is thought to shape the state representations that make reinforcement learning tractable.

1 month ago 48 19 1 0

This position is still open! Come join us!

1 month ago 10 7 0 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!

1 month ago 92 36 1 1
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Where you look next isn’t arbitrary.
In our new paper, we model human eye movements in immersive visual search as reinforcement learning under cognitive constraints. 🧵

1 month ago 35 14 1 0

what about asking your bi friends about Binocular Rivalry?

2 months ago 5 0 1 0

Thrilled to finally share this work! 🧠🔊

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...

2 months ago 155 52 3 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.

2 months ago 52 18 0 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:

2 months ago 49 26 1 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.

2 months ago 51 16 2 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.

2 months ago 18 8 0 0

Very proud that this is finally out!

Come for the new auditory illusion, stay for the brain imaging and speech analysis…..

2 months ago 48 16 2 0
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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 you’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...

2 months ago 15 2 1 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...

2 months ago 38 30 0 3
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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 🤗

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.

2 months ago 104 24 6 1
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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

❗New Paper❗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! 🧵🎯

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

2 months ago 15 8 2 0
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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.

2 months ago 131 49 7 2