We often hear from reviewers: "what about demand effects?" So we developed a method to eliminate them. Something weird happened during testing: We couldn’t detect demand effects in the first place! (1/8)

Happy to share "The Dynamics of Caregiver Unpredictability Shape Moment-to-Moment Infant Looking During Dyadic Interaction," out now in Child Development thanks to a large team of people I worked on this with! srcd.onlinelibrary.wiley.com/doi/pdfdirec...

Our new paper is out in PNAS: "Evolving general cooperation with a Bayesian theory of mind"! Humans are the ultimate cooperators. We coordinate on a scale and scope no other species (nor AI) can match. What makes this possible? 🧵 www.pnas.org/doi/10.1073/...

Centaur's performance may be largely driven by learning a good model of behavioral auto-regression—independent of the task. An important lesson for cognitive modelers: higher likelihood ≠ better account of behavior. osf.io/preprints/ps...

preprint alert 🚨 1/ Can we accurately detect sequential replay in humans using Temporally Delayed Linear Modelling (#TDLM)? In our recent study, we could not find any replay and decided to dig deeper by running a hybrid simulation with surprising results. Link to preprint & details below 👇

Our study is out in Nature! Using wireless Neuropixels we recorded hippocampal activity in freely flying bats and uncovered replay and theta(less) sweeps, revealing striking differences from classic rodent models. 👉 www.nature.com/articles/s41...

I asked ChatGPT to respond to this critique. It replies: "That’s a sharp observation—and honestly, a fair one. ChatGPT can sound overly agreeable or eager to please, much like..."

Stop spreading this garbage about em dashes in ACTUAL EDITED PROSE OH MY GOD. Plenty of actual human beings know how to type em dashes! We’re called “writers” and “editors” — maybe you’ve heard of us?

After all these reports of authors adding language instructions for LLM reviews in their papers I wanted to check this myself and I downloaded the .tex source from one of these papers. Here is an example. (I will not share the identity of the paper)

Evidence for model-based meta-control? I look forward to reading!

🔥Hot Take: When you quote the middle of a sentence at the end of your sentence, the period should be *after* the quote, as in "the middle of a sentence". Don't put your punctuation in my mouth.

Super excited for this conference on mental health and adaptation to uncertainty. Remarkable how the organizers built a speaker lineup that is so interdisciplinary and yet so thematically focused. And the location certainly doesn't hurt... www.fens.org/news-activit...

Tukey xkcd.com/3104/

Our latest @cccr.bsky.social survey reveals how unpopular the president’s most notable policy changes are with the American public. The survey also highlights the diversity of views within the GOP, related to their information diets, as well as US economic attitudes. cccr.wisc.edu/wp-content/u...

Compelling and thorough evidence for a very cool idea. Awesome paper.

I'm thrilled to announce that I will start as an Assistant Professor in Psychology & Cognitive Science at the University of Arizona in Jan 2026! My lab will investigate human planning and decision making through a combination of computational models, behavior, and fMRI (1/2)

📢 I'm happy to share the preprint: _Reward-Aware Proto-Representations in Reinforcement Learning_ ‼️ My PhD student, Hon Tik Tse, led this work, and my MSc student, Siddarth Chandrasekar, assisted us. arxiv.org/abs/2505.16217 Basically, it's the SR with rewards. See below 👇

the functional form of moral judgment is (sometimes) the nash bargaining solution new preprint👇

Because we must build good things while we scream about the bad, I have started a "Data for Good" team @data-for-good-team.bsky.social that partners with organizations needing short-term data science help. We have three projects ongoing & will add more as our capacity grows. data-for-good-team.org

Despite the world being on fire, I can't help but be thrilled to announce that I'll be starting as an Assistant Professor in the Cognitive Science Program at Dartmouth in Fall '26. I'll be recruiting grad students this upcoming cycle—get in touch if you're interested!

🤔 Interested in models of social interaction and computational psychiatry? 🤗 If so, @shawnrhoadsphd.bsky.social and I are seeking a highly motivated and talented postdoc to work on these topics! Please share widely! apply.interfolio.com/165809

Episodic memory facilitates flexible decision making via access to detailed events https://www.biorxiv.org/content/10.1101/2025.03.13.643066v1

In the latest assault on First Amendment rights, Columbia University has expelled and fired Grant Miner, President of UAW Local 2710, which represents thousands of Columbia student workers. The firing comes one day before contract negotiations were set to open with the University.

Chat GPT just spontaneously made a fairly solid joke. I was asking it for help with a stuck cable and accidentally sent just "Ω". It then replies: Looks like you might be dealing with some resistance—both literally and figuratively. Need more help with that stuck Ethernet cable? 😆

when the paper you're reviewing put the figures at the end

this this this 100%. a few days ago, i allowed myself to NOT look at screens & emails as soon as i woke up. instead, i lay in bed, half asleep, & thought for a while. and i worked out a solution to a problem. forget fear: EMAIL is the mind killer, the little-death that brings total obliteration.

I feel super lucky to have been part of this project showing how people selectively simulate actions whose value is more uncertain. To highlight one result, Haoxue shows that people preferentially simulate actions that lead to a greater number of possible future states.

🚨In Science🚨 Conspiracy beliefs famously resist correction, ya? WRONG: We show brief convos w GPT4 reduce conspiracy beliefs by ~20%! -Lasts over 2mo -Works on entrenched beliefs -Tailored AI response rebuts specific evidence offered by believers www.science.org/doi/10.1126/... 1/ [X->BSky repost]

I feel like a lot of the LLM haters have a romanticized view of human intelligence. How do you think you learned math besides by reading/listening to books/lectures and then trying to answer questions well enough to get reward?

Zotero's link preview has gotten incredible recently. Hovering over most figure/equation/citation references shows a pop up of the relevant part of the pdf (or even a formatted, clickable list of references)—even in papers from the 50s!

My paper on hierarchical plans is out in Cognition!🎉 tldr: We ask participants to generate hierarchical plans in a programming game. People prefer to reuse beyond what standard accounts predict, which we formalize as induction of a grammar over actions. authors.elsevier.com/a/1kBQr2Hx2x...

I don’t understand how Tomer finds time for these nuggets of investigative journalism, but gosh am I glad he does.

the rapid transition of academics off x (despite temporarily reducing reach/followers) makes you wonder what’s stopping us from ending the for-profit, closed access publishing industry. it’s, like…. we can just do it? or if not, interesting to consider what the inertial differences are.

🚨 Clinicians have noted for decades how planning & anxiety are linked. Yet, computational psychiatry thus far failed to show how. Here, I explain that we need to broaden how we model planning to reveal its *biases* in chronic anxiety. A 🧵 on the framework 1/n authors.elsevier.com/a/1kAJC4sIRv...

As a field, can we please stop interpreting statistical insignificance as evidence that an effect doesn’t exist? Pretty please?? Like, with a cherry and everything??? #PsychSciSky

Excited to announce that I'll be starting a lab at the University of Montreal (psychology) and Mila (Montreal Institute of Learning Algorithms) starting summer 2025. More info to come soon, but I'll be recruiting at the Masters and PhD levels. Please share / get in touch if you're interested!

This book has been a *long* time in the making, and the effort shows. I hope I one day have the opportunity to teach a class based on it.

Has NYT Connections gotten harder or have I gotten dumber?

TFW you try to define a snippet for a repetitive pattern of code but can't because you already defined that exact snippet with the same name/trigger

This is exactly the kind of content my academic not-twitter experience needs more of

I think I made ChatGPT's head explode.

The following thread is a work of fiction. It was originally published on Twitter/X in July of 2021. In 2022, it was one of the finalists for a Hugo award in the "Best Short Story" category. The story is image-based; alt-text for each image is provided.

Fascinating report of how MIT cancelled all 675 of their Elsevier journal subscriptions (because Elsevier wouldn’t let authors keep their copyright). This saved the library $2m a year, and it all worked out pretty great. sparcopen.org/our-work/big...

Really excited to share that I'm hiring for a Research Scientist position in our team! If you're interested in the cognitively-oriented work we've been doing on learning & generalization, data properties, representations, LMs, or agents, please check it out! boards.greenhouse.io/deepmind/job...

Interested in the structure of psychopathology? We have a new preprint for you osf.io/preprints/ps... led by @celinef.bsky.social "Mechanistic arbitration between candidate dimensions of psychopathology"

Mark is an amazing person and scientist. Incredible postdoc opportunity

I'm looking for a postdoc interested in computational cognitive modeling and deep reinforcement learning! Submit a CV and references here: apply.interfolio.com/150309 Intended starting date is early Fall 2024 Please share with anyone who might be interested!

Very neat work! Especially because it seems to directly contradict earlier work in AI (chelu2020forethought), which found that backward planning is better in converging structures. My hunch is that the difference comes down to decision-time planning vs. outcome-time credit assignment.

Talked at lot @ #cpconf2024 about the tremendous potential for #ComputationalPsychiatry to understand computational phenotypes as *strategies* (ex. high learning rate) & identify contexts in which they are more (fast changing environment) or less (slow changing environment) well-suited