Nina Rouhani

@ninarouhani.bsky.social

🧛🏻‍♀️ assist prof in brain & cognitive science @USC (postdoc @caltech, phd @princeton) 🔎 computational approaches to reinforcement learning, memory & decision-making at individual & collective level; comp psychiatry https://incoglab.github.io/index.html

2 yrs ago, I briefly laid out a new theory of how motivation works (AGH). Here, I expand on the problems AGH was trying to solve, why they are hard to solve, what my solution looks like, and how this should change our understanding of thoughts & actions. osf.io/preprints/ps... 🧵A few highlights:

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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

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How do keep a narrative active in our mind despite interruptions? The default mode network can maintain a representation of an interrupted story over a delay, even when the delay is filled with a demanding task. This representation is strikingly transformed from the initial experience!

Cortical and Hippocampal Pathways to Mental Continuity

How do people preserve mental continuity when tasks are interrupted? One established pathway runs through the hippocampus, which stores snapshots of our mental context for later reinstatement. We prop...

biorxiv.org

Another preprint! This one from my postdoc with @ignaciosaezphd.bsky.social and @xiaosigu.bsky.social. Here we asked how the reward outcomes driving trial-by-error learning leave a lasting imprint on memory strength in the human brain. We used iEEG/computational models of cognition to find:

bioRxiv Neuroscience@biorxiv-neursci.bsky.social · 4w ago

Hippocampal-cingulate dynamics in the human brain link reinforcement-learning and memory https://www.biorxiv.org/content/10.64898/2026.09.10.750374v1

This is a real photo from 1913. It hasn’t been colorized. It was made using a technique called the Autochrome Lumière which captured true color using microscopic dyed starch grains as color filters, decades before color film existed. Pretty incredible, no? More below 👇

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How do we prevent memories from competing to guide attention? More distinct hippocampal representations for competing memories are linked to precise preparatory coding in visual cortex & more accurate eye movements to target locations. Thrilled to share this work by the incomparable Serra Favila!

Hippocampal mechanisms underlying the resolution of competition in memory and perception - Nature Communications

Memory and perception both require selecting behaviorally relevant information. Here, the authors show that more distinct hippocampal memories are linked to precise anticipatory signals in visual cort...

nature.com

I am happy to share some good news: my lab has received an NSF CAREER award and an NIH R01 this summer, supporting our work on how the brain handles uncertainty during learning. We will be hiring postdocs and PhD students in the coming year, so please get by email in touch if you are interested.

We’re recruiting a full-time lab manager to join the Shared Minds Lab at USC! This will be a great opportunity for someone who wants to get hands-on experience with research before starting a PhD program in psychology or neuroscience. More below:

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📣Algorithmic Grammar of Flexible Cognition: A Walk through Latent Operations osf.io/preprints/ps... Flexible behavior moves adaptively btwn cognitive modes. But units of analysis remain representations & few operations. Proposal: formalize open-ended cognition as walk over latent operations 1/n

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Come work with me at Google! We have an open 6-month temp role on my team - it’s a great opportunity for someone with a cog neuro or psych background interested in exploring big tech. Looking for comp modeling experience (e.g. RL, DDMs) and Python/JS. Reach out to learn more or pass along any names!

Starting September 1, I will be working with a team to start a new research center at the Max Planck Institute for Human Development in Berlin. We currently have a couple of positions posted but there will be more so if you are interested stay tuned and feel free to get in touch.

Max Planck Institute for Human Development@mpib-berlin.bsky.social · 3mo ago

📣 New research center on the horizon! The Center will study how midlife autonomic changes may contribute to #neurodegenerative disease risk, focusing on the locus coeruleus, #Alzheimer’s biomarkers, and emotion–cognition interactions. Interested? CAAN-Job openings 👇 www.mpib-berlin.mpg.de/career

New lab paper! @noraharhen.bsky.social and @catehartley.bsky.social investigate how children and adolescents differ in their use of episodic context for decision-making. Thread below.

Nora Harhen@noraharhen.bsky.social · 2mo ago

How do we make good decisions with little experience? Adults can rely on memories of past choices. In our new study in @pnas.org we show kids & teens do something similar–but what they remember turns out to be quite different! www.pnas.org/doi/10.1073/...

✨New Preprint Alert✨ How does the brain integrate long-timescale tonal information during piano performance? 🧠 🎹 Our new preprint shows how default mode, motor, auditory, and visual regions track high-level musical structure during expert performance. www.biorxiv.org/content/10.6... (1/10)

Hierarchical neural integration of musical structure during expert performance

Music, which is organized hierarchically (notes, phrases, sections), provides an ideal model for studying fine-grained motor sequence production. However, it is unknown how musicians’ brains integrate...

biorxiv.org