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Paul Sharp

@paulbsharp.bsky.social
1.1K followers 352 following 323 posts

Assistant professor of psychology, Bar-Ilan University | computational cognitive science & psychiatry Website: sharplabbiu.github.io

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Reposted by Paul Sharp
Jordan Lei @jordanlei.bsky.social · 28/09/2026
Our paper is out in Nature Communications! In our messy, noisy world, do you find planning difficult/less worthwhile? It's not just you. As we increased the stochasticity in a planning environment, we found that people spent less effort planning: www.nature.com/articles/s41... #cogsci #planning
nature.com
Environmental stochasticity reduces human planning effort - Nature Communications
The real world is stochastic, making it difficult to know when planning is worthwhile. Here the authors show that as stochasticity increases, people spend less effort planning and adopt simpler, less ...
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RLDM @rldmparis2027.bsky.social · 29/09/2026
📣 Save the date! RLDM 2027, the Multi-disciplinary Conference on Reinforcement Learning and Decision Making, is coming to Paris, July 6-9, 2027 🎉 Stay tuned for submission deadlines and more updates on our website rldm.org 👀
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Amitai Shenhav @ashenhav.bsky.social · 28/09/2026
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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Ryszard Auksztulewicz @auksz.bsky.social · 25/09/2026
What can DNNs tell us about how the brain learns? Our new results show that predictive local learning better captures changes in brain representations during statistical learning than supervised or contrastive approaches. Excellent work by @denisekittelmann.bsky.social and @gutlin.bsky.social
biorxiv.org
Predictive coding networks capture human neural representations missing in supervised DNNs
Neuroscientific learning theories propose that the brain acquires knowledge by constructing internal world models. Supervised learning, the dominant approach in deep neural networks (DNN), relies on e...
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Paul Sharp @paulbsharp.bsky.social · 22/09/2026
Important detail to code tasks for online dissemination to fool AI-based responses - thanks @tobywise.bsky.social
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Gaia Molinaro @gaiamolinaro.bsky.social · 19/09/2026
The ability to pursue self-determined goals is key to human intelligence. Could foundation models unlock similar capabilities in artificial agents? We explore this possibility in a short review — fresh off the press! @ccolas.bsky.social @pyoudeyer.bsky.social @annecollins.bsky.social
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Paul Sharp @paulbsharp.bsky.social · 20/09/2026
More updates to our work on modelling trait anxiety as differences in an individual’s world model components underlying domain-specific threat beliefs & processing Now with many more simulations osf.io/preprints/ps...
osf.io
OSF
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Ondrej Zika @ondrejzika.bsky.social · 18/09/2026
🚨 💥 💫 New preprint! 👇 In this opinion paper, @julia-senfft.bsky.social and I discuss the role of structural uncertainty and probabilistic beliefs in anxious thought. We propose "hypotheses spaces" and their properties as a useful lens to study cognitive aspects of anxiety.
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Ondrej Zika @ondrejzika.bsky.social · 15/09/2026
🚨 💫 💥 Interested in PhD / Postdoc opportunities in computational psychiatry / cognitive neuroscience? My lab at University College Dublin 🇮🇪 is currently accepting expressions of interest for internally funded PhD/Postdoc applications for positions starting in September 2027 (!). 1/
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Xiaosi Gu @xiaosigu.bsky.social · 16/09/2026
📣We are hiring!! I am accepting applications for a postgraduate research associate (PGA) position. If you are interested in pursue research experience in computational psychiatry, plz apply here - yalesurvey.ca1.qualtrics.com/jfe/form/SV_... #Computation #MentalHealth #Neuroscience #Yale #Jobs
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Paul Sharp @paulbsharp.bsky.social · 15/09/2026
Joey is a clear and creative thinker, and will no doubt make an amazing mentor. I'm genuinely excited to read the work that will be coming out of his lab, and I can't recommend more highly to apply to work with him!
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Tal Golan @talgolanneuro.bsky.social · 28/08/2026
How can we design experiments that make computational models disagree? One section of our new @natrevneuro.nature.com Review with @kriegeskorte.bsky.social and @heikoschuett.bsky.social examines studies that used stimulus sets designed to elicit distinct predictions from competing models. 1/16
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Sami Yousif @samiyousif.bsky.social · 26/08/2026
Excited about a new paper (w @russellepstein.bsky.social): "Cognitive maps as a medium for thought", in @cp-trendscognsci.bsky.social! We discuss how maps are an important 'middle ground' rep. medium, and how they may interact with a 'language of thought'. www.sciencedirect.com/science/arti...
sciencedirect.com
Cognitive maps as a medium for thought
Cognitive maps are essential for navigation, but to what extent are they involved in thinking more broadly? In this opinion article, we examine whethe…
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Sam Gershman @gershbrain.bsky.social · 18/08/2026
@arthurpr4t.bsky.social has a new preprint with important results on a famous psychophysical law (Weber's law). It isn't, in fact, a law, because it can be broken. A more fundamental principle (efficient coding) shows when and why Weber's law holds true. www.biorxiv.org/content/10.6...
biorxiv.org
Efficient coding makes and breaks Weber's law
Weber's law is a rare quantitative regularity in psychology, yet its origins remain debated. Here we provide causal evidence that it arises from the more fundamental principle of efficient coding. Thi...
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Liron Rozenkrantz @lironrozenkrantz.bsky.social · 17/08/2026
🔥🔥New paper alert! Super excited to share our paper, out today in @nathumbehav.nature.com, led by the wonderful Dr. Nofar Mizrachi! nature.com/articles/s41... To me, this finding fundamentally changes how we should think about the relationship between cognition and immune regulation:
nature.com
Voluntary attention regulates acute immune responses in humans - Nature Human Behaviour
Mizrachi et al. show that directing attention to bodily sensations, rather than away, promotes more regulated acute inflammatory responses in healthy volunteers, revealing sensory and vagal pathways l...
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Communications Psychology @commspsychol.nature.com · 16/07/2026
A new research Article in the journal by Sherry Dongqi Bao and colleagues: www.nature.com/articles/s44... (in Press) @sherrydongqi.bsky.social @weijima.bsky.social
nature.com
Decision reversals in sequential decision-making - Communications Psychology
People often make sequences of decisions to reach a goal. In such situations, when decisions can be undone, people act faster and undo to correct errors. Undoing is driven by both retrospective and pr...
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Paul Sharp @paulbsharp.bsky.social · 19/07/2026
New lab preprint! Computational psychiatry assumes anxiety arises from domain-general biases. We argue this is mistargeted: trait anxiety is generated by person-specific world models, which requires a fundamentally different approach to task design. 🧵 osf.io/preprints/psyarxiv/98ktg_v3
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Paul Sharp @paulbsharp.bsky.social · 16/07/2026
What an awesome #cpconf @ Yale! I am SO proud of my amazing students 👏👏 @noa-yadid.bsky.social won a poster award 🎉 on ITIs impact on learning @adipizanti.bsky.social lectured on our DYNA-checking model of worry @dyavetz.bsky.social presented a model of planning capacity & efficiency in aging
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Pete Hitchcock @pf-hitchcock.bsky.social · 14/07/2026
Very happy to be in New Haven at #cpconf with a bunch of the Translational Lab presenting! 🧵
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Caroline Charpentier, PhD @carocharp.bsky.social · 14/07/2026
Very grateful to be able to travel to an academic conference in the US by train! A smooth 5-hr "high-speed" ride from DC to New Haven non-stop, lots of work done, and very excited to catch up with friends and colleagues at #cpconf #cpconf2026 🚨 My lab will be presenting 4 posters, details below 🔽
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Paul Sharp @paulbsharp.bsky.social · 13/07/2026
We're excited to share the lab's findings at #Cpconf See 🧵 below & come by! C71 + poster spotlight! @adipizanti.bsky.social finds overthinking (using MB planning more effortfully without any benefit) is related to worry in 2 large datasets, and explains it with a new DYNA + internal checking model:
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Toby Wise @tobywise.bsky.social · 13/07/2026
Excited to be heading to #cpconf in New Haven and looking forward to what looks like a really brilliant programme! We have some exciting new work being presented by our brilliant students and postdocs 👇👇👇
A plane at an airport
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Alon Baram @alonbaram.bsky.social · 29/06/2026
How does the human brain extract abstract structure from experience? We show that sensory-independent relational representations emerge in mPFC over several days. Work with @mgarvert.bsky.social and @behrenstimb.bsky.social now out in @currentbiology.bsky.social: www.cell.com/current-biol...
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Mike Frank @mcxfrank.bsky.social · 29/06/2026
Most of the statistical tests you learned in stats class — t-test, ANOVA, correlation — are actually special cases of a single thing: linear regression. Ch 7 of Experimentology argues that thinking in models, not tests, is more flexible and a better foundation for theory. 🧵 experimentology.io
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Paul Sharp @paulbsharp.bsky.social · 27/06/2026
The riddle riddle Human common sense prevails
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Paul Sharp @paulbsharp.bsky.social · 25/06/2026
Studies on risk aversion show that behavior shifts depending on the domain (sometimes a lot). Yet, when modeling risk aversion, we remove prior knowledge and fit a single parameter. Why not model directly how our prior knowledge (world model) shapes task representation & task-specific risk aversion?
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Paul Sharp @paulbsharp.bsky.social · 22/06/2026
If anyone knows of a “risky test” the popular HiTOP produces, please point me to it. I mean an out of sample unintuitive prediction that reflects the strength of the theory.
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languagemit.bsky.social @languagemit.bsky.social · 20/06/2026
—— Open Mind is MIT Press’s Diamond Open Access Cognitive Science journal. We now have our first Impact Factor: 2.9 as of June 2026 Submit your papers to Open Mind direct.mit.edu/opmi
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Isaac Fradkin @fradkinisaac.bsky.social · 15/06/2026
🚨Preprint alert🚨 Research on discourse incoherence (e.g., in psychosis) usually focuses on patients' language, but what happens to people who interact with misaligned partners? Using a novel approach, we show evidence for reciprocity in semantic misalignment. 🧵👇 osf.io/preprints/ps...
osf.io
OSF
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Paul Sharp @paulbsharp.bsky.social · 27/05/2026
Computational psychiatry needs more developmentalists. If I were to bet, I'd say, there's a critical window of time where core beliefs (hyperpriors) form through learning early in life. These shape our world models that allow us to make sense of new data through the causal knowledge we've accrued.
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Mike Frank @mcxfrank.bsky.social · 18/05/2026
Theories let us make bets. Predicting "happiness goes up with money" is a roulette bet on red — half of outcomes confirm it. Predicting a specific log-linear relationship is more like betting on a single number. "Risky tests" (specific bets) are how we actually adjudicate between theories.
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Robb Rutledge @robbrutledge.bsky.social · 14/05/2026
🎉New positions!🎉 Postdoc and Research technician openings in our lab @yale for computational psychiatry research. Technician position a great stepping stone to grad school. More info: rutledgelab.org/positions Work w/big data from our smartphone apps and large clinical samples happinessquest.app
rutledgelab.org
Postdoc and Research Technician Positions — Rutledge Lab
Now hiring a postdoc and a research technician with an interest in neuroeconomics or computational psychiatry.
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Tomer Ullman @tomerullman.bsky.social · 14/05/2026
out now in Psych Review, a project many years in the making: "Reverse Engineering the Centered Self" bit.ly/4wp9fgN
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Corinna Schulz @corcerebrum.bsky.social · 12/05/2026
How can 🍪 help us understand anhedonia? What started as a small project is now (> 2 years after the preprint, with revision deadlines landing exactly during my move from Tübingen to Bonn and even during a monastery-based PhD retreat) finally out in Cell Rep Med 🔽🧵 www.cell.com/cell-reports...
cell.com
Blunted anticipation, but not consummation, of food rewards in depression
Schulz et al. show that anhedonia in depression, as measured by a scale often equated with loss of pleasure, reflects reduced anticipation of food rewards rather than impaired enjoyment itself. Linkin...
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Paul Sharp @paulbsharp.bsky.social · 12/05/2026
Please give us cumulative effect size over time plots, hopefully also explaining how the model is improved gradually 🤞 I just gave a philosophy of science talk to our PhD students, asking for this from the field. Great to see part of this center stage in an intro text!
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Paul Sharp @paulbsharp.bsky.social · 08/05/2026
It's a gift to do what you love, and it pays off.
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Davide Gheza @davideghez.bsky.social · 07/05/2026
New preprint! Last year we showed humans adapt attention in a dimension-specific way when multiple things compete for attention. Now we read out the neural dynamics of this adaptation. doi.org/10.1101/2025.11.16.688701 w/ @mikefreund.bsky.social @theazalabak.bsky.social @wouterkool.bsky.social
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Paul Sharp @paulbsharp.bsky.social · 06/05/2026
This research “gives us a chance to look into each other’s universes and ask the question of why we process the world the way we do,” says Sharp. “To me, this is the origin of our humanity.” A little article in Aperio magazine on our lab's work. azrielifoundation.org/aperio-magaz...
azrielifoundation.org
Cracking the Code of the Anxious Mind - The Azrieli Foundation
Paul Sharp treats the brain like a computer to understand why we get stuck in doom loops — and how we can reprogram our mental software
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Paul Sharp @paulbsharp.bsky.social · 03/05/2026
🚨 Our lab's first paper is published! The claim: anxiety distorts not just what looks threatening, but the task models people use to plan. 🧵 This tiny study provides preliminary support that world model variation is critical to explaining anxiety.
onlinelibrary.wiley.com
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Ondrej Zika @ondrejzika.bsky.social · 30/04/2026
🚨 New preprint lead by the unstoppable @luiantaverra.bsky.social 👇 Does avoidance distort our beliefs you ask? Do anxious traits modulate this relations? Find out in the paper ^^. Also check out the new gamified task that Luianta developed: luiantav.github.io/dog-island/
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Paul Sharp @paulbsharp.bsky.social · 29/04/2026
🚨 Our lab's first paper is published! The claim: anxiety distorts not just what looks threatening, but the task models people use to plan. 🧵 This tiny study provides preliminary support that world model variation is critical to explaining anxiety. onlinelibrary.wiley.com/doi/10.1111/...
onlinelibrary.wiley.com
Anxiety is Associated With Biases in Task Generalization
Anxiety is known to distort threat perception, but can it also distort the task representations we use to plan? This study shows that individuals high in trait worry systematically undergeneralize ac...
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Paul Sharp @paulbsharp.bsky.social · 21/04/2026
Top of my reading list 💫
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Paul Sharp @paulbsharp.bsky.social · 13/04/2026
I don't think risk aversion in trait anxiety is conceptualized well in most comp models. My bet is risk aversion is in part domain-specific. We need to first infer world models - hierarchical prior knowledge schema - to really measure risk aversion we care about. See: www.cell.com/trends/cogni...
cell.com
Anxiety involves altered planning
Clinicians have suggested but not shown how anxiety involves altered planning. Here, I synthesize and extend computational models of planning in a framework that can be used to explain planning biases...
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Simon Schug @smonsays.bsky.social · 09/04/2026
LLM agents are a serious problem for online experiments. It is very easy to use them and very hard to spot them. What can researchers do? With @brendenlake.bsky.social, we suggest detecting LLMs based on their lack of human cognitive constraints in our #CogSci2026 paper: arxiv.org/abs/2604.00016
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Paul Sharp @paulbsharp.bsky.social · 09/04/2026
Amid the insanity here, I'm so proud of our lab's milestones🚨 (1) Hadas (BA) led the 1st lab's publication on task generalization in anxiety (2) Adi (MA) won a spotlight talk @ this year's computational psychiatry conference ! 🥂I'm lucky to have such great students
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Stefano Palminteri @stepalminteri.bsky.social · 07/04/2026
📘 Excited to share that Decision Making: A Very Short Introduction (OUP) is now available online (PDF for subscribers): doi.org/10.1093/9780... What is it about? Understanding how humans (and other agents) make choices. Below a bit more information👇
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Rachit Dubey @rachitdubey.bsky.social · 07/04/2026
🚨New preprint and our results are rather concerning.. We find the "boiling frog" equivalent of AI use. Using large-scale RCTs, we provide *casual* evidence that AI assistance reduces persistence and hurts independent performance. And these effects emerge after just 10–15 minutes of AI use! 1/
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Ido Ben-Artzi @idoba.bsky.social · 06/04/2026
Our new paper asks whether autism is linked to the way people learn from rewards. We’ve previously shown that people not only learn to value the features that predict reward, but also assign credit to features of their actions that they know are irrelevant (in this case, the card's location).
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Paul Sharp @paulbsharp.bsky.social · 06/04/2026
I tend to prefer short and to-the-point article titles, but this one is a clear exception
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