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Fred Callaway

@fredcallaway.bsky.social
766 followers 564 following 111 posts

I study how people solve big problems with small brains. Starting at Dartmouth in 2026—I'm recruiting! fredcallaway.com

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Reposted by Fred Callaway
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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Fred Callaway @fredcallaway.bsky.social · 24/09/2026
I think it's clear at this point that someone *could* get a bot to do online cognitive tasks without being detected. My question is: *would* anyone do this? Are cogpsych experiments (vs. surveys) really an appealing target for bad actors?
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Fred Callaway @fredcallaway.bsky.social · 12/09/2026
I can't remember the last time I enjoyed a paper as much as this one. Such clear thinking. Beyond the compelling nativism-empiricism argument, it's among the best illustrations/explanations of levels of analysis I've seen. www.cell.com/trends/cogni...
cell.com
The nativist–empiricist debate is broken
The nativist–empiricist debate has long organized cognitive science, framing cognitive mechanisms as either innate or learned. Recent advances in controlled rearing and scalable domain-general neural ...
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Fred Callaway @fredcallaway.bsky.social · 10/09/2026
I take great joy in using a pullout faucet to create a "whirlpool" in the pot I'm washing, with peak joy ~exponential in rotational velocity. This surely points to something deep about human cognition, but I'm not sure what.
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Charley Wu @thecharleywu.bsky.social · 07/09/2026
🚨New preprint with Fei Dai, @hanqizhou.bsky.social and @alisongopnik.bsky.social We extend empowerment (control over external states) by turning it inward. *Representational empowerment* asks which representations a learner should acquire and curate to solve future problems arxiv.org/abs/2609.02322
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Zihan Bai @zihanbai.bsky.social · 03/09/2026
Excited to share the first first-author preprint of my PhD at NYU with @s-michelmann.bsky.social andDaryl Fougnie. Using eye-tracking in a novel behavioral paradigm, we reveal the mechanisms by which episodic memory (EM) and working memory (WM) interact. 🧠 doi: doi.org/10.64898/202...
doi.org
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Nora Harhen @noraharhen.bsky.social · 11/08/2026
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/...
pnas.org
Developmental changes in memory structure and precision alter the use of retrieved episodes during decisions for reward | PNAS
Most widely studied option evaluation strategies rely on knowledge accumulated across repeated experiences. But how should options be evaluated in ...
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manvir singh @manvir.bsky.social · 25/08/2025
Why do societies reliably develop strikingly similar traditions like dance songs, hero stories, shamanism & justice institutions? In a new BBS target article, I propose a theory for such "super-attractors" + cultural evolution more broadly. Now open for commentary: www.cambridge.org/core/journal...
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Fred Callaway @fredcallaway.bsky.social · 05/08/2026
This. But I’d take it further. Most humans are most often substantially less logical and more biased than frontier models. Humans are still much smarter in many crucial ways, but internal consistency is not one of them.
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Gary Lupyan @glupyan.bsky.social · 02/08/2026
like us! No one is doing computer science and math with their naked brains. Pen & paper, math notation, computer language—these are our neurosymbolic add ons! @lampinen.bsky.social , @blaiseaguera.bsky.social , @kmahowald.bsky.social all get it. Not sure why this isn’t more obvious to folks
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Eleanor Holton @eleanor-holton.bsky.social · 31/07/2026
So thrilled to be joining the Psychology Department at @columbiauniversity.bsky.social as an assistant prof next summer! I'll be recruiting for PhD/postdoc to start in Autumn 2027, so if you're interested in using computational approaches to studying human cognition please get in touch!
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Fred Callaway @fredcallaway.bsky.social · 08/07/2026
Tired of doom-scrolling bluesky? Try mitpuzzles.com!
mitpuzzles.com
MIT Puzzles
MIT researchers study human cognition through logic puzzles
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Ev Fedorenko @evfedorenko.bsky.social · 30/06/2026
So proud of Ted @languagemit.bsky.social! <3
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Jonathan Nicholas @jonathannicholas.bsky.social · 19/06/2026
We make flexible choices in new situations by knitting together information from separate relevant memories. But what governs which memories are retrieved and when? In a new preprint, we captured how people build decision variables from different memories by tracking their gaze on a blank screen.
biorxiv.org
Flexible decisions arise from resource-rational memory sampling
Flexible decision making depends on retrieving and recombining memories. Yet because this process unfolds covertly, its governing principles remain unknown. Here we use gaze reinstatement to uncover t...
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Mark Ho @markkho.bsky.social · 17/06/2026
How do human minds make sense of big, messy problems? 😵‍💫🌀 How do we distill complexity into something simple enough to solve? 🤔💡 We’ll be tackling these questions (and more!) at two workshops on task representations, abstractions, and construals #CogSci2026 #CCN2026 🧵 framing-the-problem.github.io
framing-the-problem.github.io
Framing the Problem — Workshop Series
A workshop series on representation construction in cognitive science and AI. CogSci 2026 (Rio) and CCN 2026 (NYU).
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Andrew Lampinen @lampinen.bsky.social · 12/06/2026
Pleased to share that this work is now published in TMLR! openreview.net/forum?id=RuW...
openreview.net
Latent learning: episodic memory complements parametric learning by...
When do machine learning systems fail to generalize, and what mechanisms could improve their generalization? Here, we draw inspiration from cognitive science to argue that one weakness of...
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Fred Callaway @fredcallaway.bsky.social · 19/05/2026
I'm making a website for my new lab (!!!). Who should I steal ideas from? (Self-nominations welcome)
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Ethan Mollick @emollick.bsky.social · 28/04/2026
This is an actual line that was added to the official system prompt for Codex for GPT-5.5 by OpenAI. Usually the system prompt is as minimal as possible, so I assume it would otherwise mention goblins a lot. AIs are weird.
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Fred Callaway @fredcallaway.bsky.social · 16/04/2026
Good read. I'd go further and suggest that scientific evidence against behaviorism is impossible in principle. Behaviorism simply says that you can model behavior as p(behavior | experience, genes). Cognitivism just adds a latent state, r (representation): p(b|e,g) = ∫ p(b|r) p(r|e,g) dr. (1/4)
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Grace Lindsay @neurograce.bsky.social · 12/04/2026
New preprint from my lab! We study how reinforcement learning & selective attention interact. To do so, we built a set of models describing different ways that value & reward prediction error can modulate top-down attention. We compare model outcomes to monkey data from a color value learning task
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Ruairidh McLennan Battleday @battleday.bsky.social · 05/03/2026
📢📢 Announcing this year's conference on the Mathematics of Neuroscience & AI (Rome, 9-12th June). We’ve got a stellar line-up and venue, and invite everyone to join: www.neuromonster.org
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Fred Callaway @fredcallaway.bsky.social · 18/02/2026
I'm excited to announce that I had my first (co-authored) book published today! "The Rational Use of Cognitive Resources" with Falk Lieder and Tom Griffiths (@cocoscilab.bsky.social ). You can read it for free! (see thread)
Book cover. A silhouette of a person's head filled with colorful geometric shapes—perhaps symbolizing cognitive resources or deployment thereof. The style is attractive and modern, if generic.

text: 
The Rational Use of Cognitive Resources
Falk Lieder, Frederick Callaway, Thomas L. Griffithts
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Nature Human Behaviour @nathumbehav.nature.com · 05/02/2026
Hybrid neural–cognitive models reveal how memory shapes human reward learning
dlvr.it
Hybrid neural–cognitive models reveal how memory shapes human reward learning
Nature Human Behaviour, Published online: 05 February 2026; doi:10.1038/s41562-025-02324-0Using artificial neural networks applied to human data, Eckstein et al. show that good models of reinforcement learning require memory components that track representations of the past.
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Fred Callaway @fredcallaway.bsky.social · 25/01/2026
Convincing evidence that people recall individual past experiences to inform decisions—specifically when an easier incremental learning strategy isn’t available. Also, a masterclass in experimental design.
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Sam Gershman @gershbrain.bsky.social · 09/01/2026
With some trepidation, I'm putting this out into the world: gershmanlab.com/textbook.html It's a textbook called Computational Foundations of Cognitive Neuroscience, which I wrote for my class. My hope is that this will be a living document, continuously improved as I get feedback.
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Jay Van Bavel, PhD @jayvanbavel.bsky.social · 18/01/2026
Writing is thinking Outsourcing the entire task of writing to LLMs will deprive us of the essential creative task of interpreting our findings and generating a deeper theoretical understanding of the world.
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Nico Schuck @nicoschuck.bsky.social · 18/01/2026
How do we achieve few-shot generalization? New work led by @fabianrenz.bsky.social dives into the role of replay in learning and using structure to generalize reward. Dream team effort with Shany Grossman @nathanieldaw.bsky.social Peter Dayan & @doellerlab.bsky.social www.biorxiv.org/content/10.6...
biorxiv.org
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Pete Hitchcock @pf-hitchcock.bsky.social · 13/09/2025
Now out in JEP: General, "How working memory and reinforcement learning interact when avoiding punishment and pursuing reward concurrently" psycnet.apa.org/record/2026-... Preprint with final version: osf.io/preprints/ps... 1/n
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Jonathan Phillips @jsphillips.bsky.social · 23/10/2025
We're excited to announce that Cognitive Science at Dartmouth is recruiting PhD students to work collaboratively with me, Steven Frankland, and Fred Callaway. Come study the principles and mechanisms that enable us to understand, plan, and act in the world! Info: sites.dartmouth.edu/cogscigrad/
sites.dartmouth.edu
Cognitive Science Graduate Admissions – Information about graduate admissions from the cognitive science faculty
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Nicole Rust @nicolecrust.bsky.social · 16/10/2025
Yes! @upenn.edu declines signing The Compact. I'm proud of this decision.
Earlier today, I informed the U.S. Department of Education that Penn respectfully declines to sign the proposed Compact. As requested, we also provided focused feedback highlighting areas of existing alignment as well as substantive concerns.
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Paul Sharp @paulbsharp.bsky.social · 13/10/2025
1st Sharp Lab preprint! 🚨 We tested how anxiety affects task generalization—not how people generalize threat stimuli, but how they reuse action-outcome structures when planning in new contexts. Worry makes people avoid reusing actions that co-occurred w/ threat! 📄: osf.io/preprints/ps... 🧵 1/12
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Kunal Jha @kjha02.bsky.social · 03/10/2025
Forget modeling every belief and goal! What if we represented people as following simple scripts instead (i.e "cross the crosswalk")? Our new paper shows AI which models others’ minds as Python code 💻 can quickly and accurately predict human behavior! shorturl.at/siUYI%F0%9F%...
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Alireza Modirshanechi @modirshanechi.bsky.social · 28/09/2025
New in @pnas.org: doi.org/10.1073/pnas... We study how humans explore a 61-state environment with a stochastic region that mimics a “noisy-TV.” Results: Participants keep exploring the stochastic part even when it’s unhelpful, and novelty-seeking best explains this behavior. #cogsci #neuroskyence
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xavier roberts-gaal @xrg.bsky.social · 15/09/2025
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)
Summary of design and results from our three studies. (A: Design) Each study used a similar experimental design, measuring both positive and negative demand in an online experiment, with three commonly-used task types (dictator game, vignette, intervention). Our experiments had ns ≈ 250 per cell. (B: Results) Observed demand effects were statistically indistinguishable from zero. The plot shows means and 95% confidence intervals for standardized mean differences derived from frequentist analyses of each experiment and an inverse variance-weighted fixed-effect estimator pooling all experiments (solid bars). Prior measurements of experimenter demand from a previous dictator game experiment (de Quidt et al., 2018; standardized mean difference from regression coefficient) and a meta-analysis primarily including small-sample, in-person studies (Coles et al., 2025; Hedge’s g statistic) are also shown for comparison (striped bars). The main text includes Bayesian analyses that quantify our uncertainty.
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Tess Forest @tessforest.bsky.social · 06/08/2025
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...
srcd.onlinelibrary.wiley.com
<em>Child Development</em> | SRCD Journal | Wiley Online Library
Cognitive development is associated with how predictable caregivers are, but the mechanisms driving this are unclear. One possibility is caregiver predictability initially shapes how infants gather i...
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Max Kleiman-Weiner @maxkw.bsky.social · 22/07/2025
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/...
pnas.org
Evolving general cooperation with a Bayesian theory of mind | PNAS
Theories of the evolution of cooperation through reciprocity explain how unrelated self-interested individuals can accomplish more together than th...
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Fred Callaway @fredcallaway.bsky.social · 14/07/2025
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...
osf.io
OSF
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Simon Kern @skjerns.de · 16/06/2025
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 👇
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Angelo Forli @aforli89.bsky.social · 09/07/2025
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...
nature.com
Replay and representation dynamics in the hippocampus of freely flying bats - Nature
Nature - Replay and representation dynamics in the hippocampus of freely flying bats
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Fred Callaway @fredcallaway.bsky.social · 09/07/2025
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..."
Image of ChatGPT output, which reads:

That’s a sharp observation—and honestly, a fair one. ChatGPT can sound overly agreeable or eager to please, much like the tone often found in author rebuttals to peer review. That tone is partly intentional: it’s designed to be polite, constructive, and deferential to the user. But you’re right—it can veer into sycophancy, especially when clarity or critical thinking should take precedence over friendliness.

As for contradicting itself while continuing to “agree”: that’s a deeper issue. It can happen when the model tries to accommodate multiple inputs without weighing them critically or fails to maintain internal consistency across a longer exchange. The root problem isn’t just tone—it’s a mix of conversational bias, lack of persistent memory, and insufficient pushback against flawed logic.

So yes, the comparison to author response letters is apt. And unlike those letters, ChatGPT doesn’t have professional incentives to fake deference—but the algorithmic incentives can still push it in that direction. Would you prefer a more candid, opinionated tone from me in general?
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Robin Marwick @electricland.bsky.social · 06/07/2025
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?
Feline Feces (lib catturd)
@kitttenn.bsky.social

M dashes (the long dash) are a dead giveaway. LLMs love using them for some reason, while actual human beings have no idea how to type that into the computer.
They also love sets of three, overtly parallel structure, and impersonal writing.
July 6, 2025 at 2:16 PM
1 quote
12 likes
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Christian Wolf @chriswolfvision.bsky.social · 05/07/2025
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)
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Fred Callaway @fredcallaway.bsky.social · 05/07/2025
Evidence for model-based meta-control? I look forward to reading!
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Fred Callaway @fredcallaway.bsky.social · 25/06/2025
🔥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.
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Fred Callaway @fredcallaway.bsky.social · 24/06/2025
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...
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Randall Munroe @xkcd.com · 23/06/2025
Tukey xkcd.com/3104/
Comic. [block quote] “Far better an approximate answer to the *right* question, which is often vague, than an *exact* answer to the wrong question, which can always be made precise.” -John W. Tukey, The Future of Data Analysis (1962) [caption] Happy Approximate Birthday to John Tukey, author of my favorite statistics quote, who was born 110.000 years ago sometime this week.
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Mike Wagner @prowag.bsky.social · 19/06/2025
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...
cccr.wisc.edu
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Fred Callaway @fredcallaway.bsky.social · 10/06/2025
Compelling and thorough evidence for a very cool idea. Awesome paper.
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Ari Kahn @arikahn.bsky.social · 05/06/2025
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)
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