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Joe Barnby

@joebarnby.com
2.7K followers 1.6K following 159 posts

Assoc. Professor & AI+ Senior Fellow @ KCL & UWA | PI @ socrlab.net Computation, representation, and social cognition in biological 🧠 and artificial 🤖 intelligence

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Reposted by Joe Barnby
reuth-mirsky.bsky.social @reuth-mirsky.bsky.social · 23/09/2026
🧠✨ Call for Papers — JAAMAS Special Issue on Artificial Intelligence Through Theory of Mind 🤖 🔗 Submission link: link.springer.com/collections/... 📅 Submission deadline: 30 December 2026 🙌 Please share widely — we look forward to your contributions!
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Sepehr Razavi @srazavi.bsky.social · 09/09/2026
The Social Computation and Representation Lab talk series is back tomorrow! And no better way to start the new academic year than by following @setayeshradkani.bsky.social 's talk as she weaves together two complementary strands of her investigations into social cognition.
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Joe Barnby @joebarnby.com · 05/08/2026
If you’re at CCN go check out Seps work investigating the role of valence, identity and sophistication on social agent attributions!
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Joe Barnby @joebarnby.com · 20/07/2026
@kingsioppn.bsky.social @alexandrapike.bsky.social @catiamoliveira.bsky.social @gavincooper.net
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Joe Barnby @joebarnby.com · 20/07/2026
Business/Ops Development Manager: support the business angle within our medtech innovation, turning world-class research into real-world impact. Experience in value proposition & market strategy in biotech/medtech/healthcare, ready to shape Hypatia's future. external.jobs.uwa.edu.au/cw/en/job/52...
external.jobs.uwa.edu.au
Prospective staff : Jobs at UWA : The University Of Western Australia
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Joe Barnby @joebarnby.com · 20/07/2026
Research Manager: join a groundbreaking digital mental health innovation w/ exposure to world-leading research & clinical partners. You are scientifically minded, from a research/start-up background, and passionate about mental health. external.jobs.uwa.edu.au/cw/en/job/52...
external.jobs.uwa.edu.au
Prospective staff : Jobs at UWA : The University Of Western Australia
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Joe Barnby @joebarnby.com · 20/07/2026
Exciting news from Hypatia 🎊 we were lucky enough to win Best R&D Innovation at the Aussie INCITE Awards! Huge congrats to the team, and thanks to the judges for their confidence in us. ALSO: We're hiring 2 roles (research manager & business/ops developer) within Hypatia... 👇
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Joe Barnby @joebarnby.com · 16/07/2026
And congrats to Sep for winning BOTH the #cpc2026 travel award and best poster award 🎉 🎉
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Joe Barnby @joebarnby.com · 14/07/2026
If you’re at #CPC2026 come and visit Seps poster ! Sep is leading work testing how social environment complexity interacts during learning to form maladaptive beliefs using connectionist models
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Sepehr Razavi @srazavi.bsky.social · 03/06/2026
Coming up next week at the SoCR lab talk series is @alimahmoodi.bsky.social, who will be discussing his recent thought-provoking perspective, which advocates for a computational view of neural mechanisms of social cognition (contra an anatomical one).
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Caroline Charpentier, PhD @carocharp.bsky.social · 30/04/2026
🚨🚨 The Social Learning and Decisions Lab is hiring! 🚨🚨 We're looking for a postbacc project coordinator/research assistant to join our team this summer. More details about the position and how to apply here: drive.google.com/file/d/1ySeA... Please share widely and reach out with any questions!
drive.google.com
RA_ad_2026-2027_Charpentier.pdf
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Joe Barnby @joebarnby.com · 28/04/2026
Read the full paper here: doi.org/10.1177/2167... Open code & data: github.com/josephmbarnb...
doi.org
Social Threat, Negative Beliefs, and Altered Social Learning Underpin Paranoia in Adolescents - Jessica L. Kingston, Lyn Ellett, Linda Richards, Henry Burgess, Joseph M. Barnby, 2026
Adolescent social adversity (discrimination, bullying) enhances paranoia—the perception others want to harm or upset you. In this preregistered study (AsPredict...
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Joe Barnby @joebarnby.com · 28/04/2026
...pre-exclusion in the cyberball (relatively trivial exclusion!) increased state paranoia, and caused adolescents to become less sensitive to incoming social cues, making participants' beliefs more fixed and diminishing the impact of other-to-self information transfer.
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Joe Barnby @joebarnby.com · 28/04/2026
We found that adolescents typically learn via "social contagion" (becoming more like their partner after observation) rather than "self-insertion" (assuming others will act like them, as in our previous adult samples). Being excluded within the cyberball pre-task alters this learning process...
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Joe Barnby @joebarnby.com · 28/04/2026
502 adolescents (15-17) played an interactive pre-task Cyberball, where they were either excluded or included, and then took part in the Intentions Game (elifesciences.org/articles/104...) to make and predict another's social decisions. We examined both behavioural and computational outcomes...
elifesciences.org
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Joe Barnby @joebarnby.com · 28/04/2026
How do exclusion and adversity drive social learning in adolescence? Here, @drjk.bsky.social, Lyn Ellett and I show that social exclusion reduces adolescent belief flexibility about others at a later point in time, and reduces the ability to generalise from social cues - 🧵 1/5
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Sepehr Razavi @srazavi.bsky.social · 31/03/2026
This Thursday, we’re delighted to welcome @carocharp.bsky.social, PI of the Social Learning and Decisions Lab at the University of Maryland. She will be delivering what promises to be an insightful talk: 'Seeking advice and seeking feedback: cognitive mechanisms and relevance for psychopathology.'
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Joe Barnby @joebarnby.com · 16/03/2026
This was work conducted over 5 years (started during my postdoc!) and would not have happened without the participation and support of wonderful charities such as AusDoCC (ausdocc.org.au) and the NoDCC (nodcc.org)
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Joe Barnby @joebarnby.com · 16/03/2026
We suggest that the absence of a CC is causing a nonsystematic computational failure. This would explain why those with CCD struggle to notice social and reasoning errors in classic neuropsych tests, and suggests a crucial role of the CC in metacognition code/data: github.com/Brain-Develo...
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Joe Barnby @joebarnby.com · 16/03/2026
We conducted three experiments (Online, Lab, and VR) using Random Dot Kinematogram (RDK) tasks to test perceptual accuracy and confidence in individuals with CCD. tl;dr: Those with CCD showed normal perceptual accuracy, but poor metacognitive sensitivity.
Results and group comparison from Experiments 1 and 2
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Joe Barnby @joebarnby.com · 16/03/2026
What connects difficulties in social cognition, self-awareness, and abstract reasoning in those with Corpus Callosum Dysgenesis (CCD)? Here, across three experiments, we find that the corpus callosum is integral to metacognitive efficiency - www.biorxiv.org/content/10.6...
Gemini said
This schematic outlines three experiments (Online, Lab, and VR) comparing individuals with Cerebral Cavernous Malformations (CCD) to Neurotypical (NT) controls using Random Dot Kinematograms (RDK).

Panel A: Study Overview
Experiment 1 (Online): 10 CCD vs. 85 NT participants using a computer mouse.

Experiment 2 (Lab): 11 CCD vs. 7 NT participants using a button box.

Experiment 3 (VR): 10 CCD vs. 13 NT participants using a VR headset.

Brain Icon: A blue line divides the hemispheres with a crossed-out arrow, suggesting a focus on disrupted interhemispheric communication.

Panel B: Classic RDK (Exp 1 & 2)
A trial sequence on a grey background:

Fixation (1600ms): A central cross.

Motion (1500ms): A circular field of moving dots (red, blue, and white).

Decision (Unlimited): Selection of "L" or "R" buttons.

Confidence (Unlimited): A slider ranging from "Decrease" to "Increase" to rate certainty.

Panel C: VR RDK (Exp 3)
A faster trial sequence used in the VR environment:

Fixation: Until central fixation is achieved.

Motion (180ms): Dots appear within a narrow vertical rectangle.

Decision (Unlimited): A prompt shows blue/orange bars for direction selection.

Panel D: Visual Presentation (Exp 3)
Diagrams showing how stimuli are mapped from the eyes to the brain hemispheres (L and R):

Binocular: Stimuli presented to both eyes, traveling to both hemispheres.

Lateralised: A 3° shift from center presented to one eye.

Monocular: Stimuli presented to one eye, directed specifically toward the right or left hemifield to isolate hemispheric processing.
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Sepehr Razavi @srazavi.bsky.social · 06/03/2026
Very happy to announce next week's SoCR lab guest, Andreas Hula, who will be talking about the uses and misuses of I-POMDPs in model-building human social decision-making 🧵
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Joe Barnby @joebarnby.com · 05/03/2026
@catiamoliveira.bsky.social @alexandrapike.bsky.social
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Joe Barnby @joebarnby.com · 05/03/2026
We are incredibly grateful to @wellcometrust.bsky.social, @kingsioppn.bsky.social, University of Western Australia, and @perroninstitute.bsky.social for supporting the vision. If you're into computational modelling, mental health, or UX, watch out for the application links.
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Joe Barnby @joebarnby.com · 05/03/2026
The new funding will expand our team, develop our cognitive fingerprinting tech, and fund essential validation. We’re partnering with Emyria (WA), @orygen.org.au (VIC), and C-FIT (KCL; London) to build a seamless clinical UXUI and a platform ready for treatment development.
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Joe Barnby @joebarnby.com · 05/03/2026
Excited to say that Hypatia has secured a second round of funding thanks to the @wellcometrust.bsky.social 💫 This milestone allows us to build the technology and team and conduct validation efforts across the UK and Australia to bridge the ecosystems.
Announcement from Hypatia regarding second-round investment from the Wellcome Trust and 2026 hiring for five roles: Project Coordinator, Backend Engineer, UXUI Engineer, Artist/Designer, and Director of Operations. The graphic showcases Hypatia's international presence in the UK and Australia, featuring team photos and logos of partner institutions including King's College London, UWA, C-FIT, Orygen, and Emyria.
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Joe Barnby @joebarnby.com · 18/02/2026
Work put together with the excellent @nitalon.bsky.social @stefansarkadi.bsky.social Lion Schulz Jeff Rosenschein & Peter Dayan
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Joe Barnby @joebarnby.com · 18/02/2026
The model offers another multi-agent route to paranoia alongside hypermentalising. If the anomaly detector is tuned too tightly, it yields false +ves. The agent becomes overly defensive against benign peers. This connects generalist accounts of delusions to social contexts.
ipomdp firing with random noise
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Joe Barnby @joebarnby.com · 18/02/2026
With this, more equitable social outcomes are achieved, and exploitation is reduced when compression & expectation are tuned within normal bounds. It provides a plausible, mechanistic formal framework in which agents can compete without recursion.
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Joe Barnby @joebarnby.com · 18/02/2026
It augments agents with and ℵ-IPOMDP mechanism: 1. Anomaly Detection mechanisms: "My predictions are consistently wrong." 2. Out-of-Belief Policy: A severely 'defensive' response. In effect: 'I don't know _how_ you're tricking me, but I know you are, so stop or we'll both suffer'
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Joe Barnby @joebarnby.com · 18/02/2026
In recursive modeling (I think that you think...), agents eventually hit a cognitive limit. It’s a logical trap - humans can't just "think harder" forever. It might also be the case that humans infrequently want to avoid using recursive strategies when they can -
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Joe Barnby @joebarnby.com · 18/02/2026
What happens when we can't use recursive belief to compete? We can use anomaly detection instead! Here, we (led by soon-to-be-Dr @nitalon.bsky.social ) devise a multi-agent account where compression & reward expectation are used to notice deception jair.org/index.php/ja...
Two side-by-side images depicting the nested hierarchical IPOMDP and the non-hierarchical x-IPOMDP mechanism.
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Sepehr Razavi @srazavi.bsky.social · 09/02/2026
It's a pleasure for me to announce our next Social Computation and Representation Lab invited speaker @mkwittmann.bsky.social for a talk on dimensionality reduction and basis functions in social cognition
Talk Poster, Prof. Marco Wittmann, 19/02/2026 @ 9am GMT
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Joe Barnby @joebarnby.com · 26/01/2026
Here we go! #ToM4AI2026 @aaai.org - thanks @reuth-mirsky.bsky.social for the hats 🎩 www.tom4ai.GitHub.io @nitalon.bsky.social @stefansarkadi.bsky.social
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Joe Barnby @joebarnby.com · 18/12/2025
New job alert 💫 We’re hiring a 3-year postdoc for the NEPTUNE project to study the causal mechanisms of paranoia and social learning. Work with us on experimental psychopharmacology (THC), social cognition, and psychosis 🧑‍🔬 Apply here: lnkd.in/gQqnNvjR](my.corehr.com/pls/kclrecru...) Please RT :)
NEPTUNE project logo with affiliations & funders
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Joe Barnby @joebarnby.com · 16/12/2025
Full details for the 2026 ToM4AI Workshop @aaai.org are now live (ToM4AI.com) 100+ registrations, 40 papers, 3 keynotes, & a hackathon, spanning cog sci, philosophy, psychiatry, computer science, and robotics @nitalon.bsky.social @stefansarkadi.bsky.social @reuth-mirsky.bsky.social
Poster showing the schedule for Theory of Mind in AI workshop at AAAI 2026, featuring 3 keynote speakers, a hackathon, posters, and flash talks. Sponsored by Edith Cowan University and Ketryx
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Joe Barnby @joebarnby.com · 16/12/2025
Would be fun to chat about whether your data also conforms to our model of self-other generalisation... its in the correct format (and uses a fehr-schmidt function as in ours) so it would be quite straght forward to fit!
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Joe Barnby @joebarnby.com · 16/12/2025
The utility function captures the latent/type of partner within a phase, but I meant between phases. The way we formulate it is to say that representations of self and other have some degree of porosity, so the latents that define each transfer a bit between phases.
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Joe Barnby @joebarnby.com · 13/12/2025
We found a very similar thing! you mention that an RL generalisation model didn’t quite fit vs the utility model, but did you try the utility model with a generalisation component? Would be keen to see if your data fitted our model well elifesciences.org/articles/104...
elifesciences.org
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Joe Barnby @joebarnby.com · 10/12/2025
Yes I think this complexity is certainly front-and-centre in our appraisal of the results, although we do see some (tentative) evidence of symptom specificity. We're digging into this further.
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Joe Barnby @joebarnby.com · 09/12/2025
Yes that would be really satisfying, both if this model could distinguish therapies or track reported improvement in interpersonal satisfaction - I suspect the story will be far more complex and against my best predictions, but one can hope :)
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Joe Barnby @joebarnby.com · 09/12/2025
My prediction would be that, like our Elife paper, raw predictive accuracy would not change, but the process to get there would be more integrated (with successful therapy, folks would become less model M4 and more model M1, as defined in the paper) - we're working on testing this 👀
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Joe Barnby @joebarnby.com · 09/12/2025
Yes thats true. Concerning Autism and I defer to @leoschilbach.bsky.social for a more detail, but my analysis is that neurotype communication is successful within-group, and only in autistic/non-austistic pairs do you see mentalising discrepancies (see journals.sagepub.com/doi/pdf/10.1...)
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Joe Barnby @joebarnby.com · 08/12/2025
Thanks for sharing! Of interest, we note that those with a diag. of BPD were no less accurate at predicting the future actions of others; they just used a different method to get there. We argue that this difference might also raise the risk of instability in interpersonal bonds.
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Joe Barnby @joebarnby.com · 02/12/2025
Curious why we sometimes see minds where there are none? 🧠 Join us to uncover the foundations of attributed agency. Fully funded PhD for next year as part of DRIVE-Health, working with me, Adam Hampshire & @stefansarkadi.bsky.social Deadline: 12/1/26 Reach out for an informal chat!
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Joe Barnby @joebarnby.com · 02/12/2025
Curious why we sometimes see minds where there are none? 🧠 Join us to uncover the foundations of attributed agency. Fully funded PhD for next year as part of DRIVE-Health, working with me, Adam Hampshire & @stefansarkadi.bsky.social Deadline: 12/1/26 Reach out for an informal chat!
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eLife @elife.bsky.social · 11/11/2025
💭 In the first interview for Inside Discovery, @joebarnby.com discusses how deeply human questions about our social world can be explored through elegant, technical science. Read the full conversation: buff.ly/CKx4k5c
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Joe Barnby @joebarnby.com · 07/11/2025
Excited to receive 57 paper submissions for our 2026 workshop 🙌 Stoked about the interest in this space! We also have 4 free student regos to award; tough choices ahead with many worthy authors @reuth-mirsky.bsky.social @nitalon.bsky.social @stefansarkadi.bsky.social tom4ai.github.io
tom4ai.github.io
ToM4AI initiative
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Sepehr Razavi @srazavi.bsky.social · 05/11/2025
I am pleased to announce that @davidschultner.bsky.social will be our next guest as part of the SoCR Lab's Invited Talk Series. Dr. Schultner will present recent work that offers evidence for a parsimonious and mechanistic explanation of human social learning strategies via reward learning!
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Joe Barnby @joebarnby.com · 16/10/2025
Just one more week to get submissions in for this! Join us in Singapore to discuss the intersection of cog sci, comp. sci, psychiatry, and philosophy to understand Theory of Mind 🧠 DM me for informal qs 📜 @stefansarkadi.bsky.social @nitalon.bsky.social @reuth-mirsky.bsky.social
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