Nathaniel Daw @nathanieldaw.bsky.social · 22/08/2026life is full of haters but at least gemini thinks my plan to make my quiche vegetarian by replacing bacon with MSG + liquid smoke is "incredibly thoughtful." 4291
Nathaniel Daw @nathanieldaw.bsky.social · 14/07/2026Provocative title ftw. (Tho it inspired @kristorpjensen.bsky.social to give a talk titled "planning in the brain: it's not what nathaniel thinks it is") 0194
Reposted by Nathaniel DawAkshay K. Jagadish @akjagadish.bsky.social · 26/06/20261/ 🚨 New preprint: "Closing the Loop to Discover Psychological Theories with an Automated Cognitive Scientist" Introducing AutoCog 🤖 — a fully autonomous AI system that runs the entire scientific discovery cycle in cognitive science to surface novel theories of human behavior 🧵 1185
Reposted by Nathaniel DawAkshay K. Jagadish @akjagadish.bsky.social · 26/06/2026Co-let w/ @younesstrittmatter.bsky.social Kudos to the all-start team of @georgekafetzis.bsky.social @norijacoby.bsky.social, @ericschulz.bsky.social, @nathanieldaw.bsky.social, @suyoghc.bsky.social, and @cocoscilab.bsky.social 083
Reposted by Nathaniel DawLaura Luyten @lauraluyten.bsky.social · 21/06/2026I've been a bit quiet lately (lots of teaching duties...), but I am glad to share that I will have some academic "me time" for the next few weeks. I will be at the Princeton Neuroscience Institute & Department of Psychology, for a research stay hosted by @nathanieldaw.bsky.social! 0132
Reposted by Nathaniel DawNoémi Éltető @noemielteto.bsky.social · 19/06/2026First paper since joining Google DeepMind! We present 🌍ATLAS (Active Theory Learning for Automated Science), a pipeline that generates interpretable mechanistic models from data and optimizes experiments to test them. Thread below 1377
Nathaniel Daw @nathanieldaw.bsky.social · 03/06/2026I have been so excited about this project. In many ways the most surprising thing to me was how seemingly similar the AI-discovered models were to simple ones I thought I understood, even though they fit way better. This means we can also really get what makes them work. 1438
Reposted by Nathaniel DawKate Nussenbaum @katenuss.bsky.social · 03/06/2026How do we predict what’s going to happen next? In a new paper, we @arikahn.bsky.social @licezhang.bsky.social @nathanieldaw.bsky.social @catehartley.bsky.social ask how kids, teens, and adults solve this problem. onlinelibrary.wiley.com/doi/10.1111/...onlinelibrary.wiley.comDevelopmental Change in Structure Learning Reflects a Shift From Recency‐Based to Relational PredictionChildren are adept statistical learners, capable of parsing streams of structured input into meaningful units, but the cognitive processes they engage during learning may differ from those of adults... 15414
Reposted by Nathaniel DawAlice Zhang @licezhang.bsky.social · 15/10/2025New paper out in cognition with @arikahn.bsky.social, @nathanieldaw.bsky.social, Cate Hartley, and @katenuss.bsky.social !! We show that children 👶 use predictive representations (e.g. SR) to guide their choices, providing an account of how they can make flexible choices in a changing worldsciencedirect.comChildren leverage predictive representations for flexible, value-guided choiceBy harnessing a mental model of how the world works, learners can make flexible choices in changing environments. However, while children and adolesce… 14713
Nathaniel Daw @nathanieldaw.bsky.social · 10/10/2025This is the best news for Princeton since John Nash's thesis. admission.princeton.edu/apply/standa...admission.princeton.eduStandardized Testing | Princeton Admission 080
Reposted by Nathaniel DawComputational Psychiatry @cpsyjournal.bsky.social · 15/09/2025New paper in CPsy 📢 - from Mostafa Abdou, @raziasahi.bsky.social, Thomas Hull, @eriknook.bsky.social and @nathanieldaw.bsky.social - cpsyjournal.org/articles/10....cpsyjournal.orgLeveraging large language models to estimate clinically relevant psychological constructs in psychotherapy transcripts | Computational Psychiatry 0115
Reposted by Nathaniel DawNorman Lab @ptoncompmemlab.bsky.social · 13/08/2025Come work with us! @princetonneuro.bsky.social and the Department of Psychology at Princeton University are searching for a tenure-track Assistant Professor in the area of human cognitive neuroscience, to be hired jointly in Psychology and Neuroscience: puwebp.princeton.edu/AcadHire/app...puwebp.princeton.edu 27063
Reposted by Nathaniel DawPayam Piray @payampiray.bsky.social · 12/08/2025New paper with @nathanieldaw.bsky.social in Nature Communications: an RL model that builds a successor map compositionally. The new model plans as well as the best models, and it links components of the map used for planning to neural codes in the medial entorhinal cortex. rdcu.be/eAofirdcu.beReconciling flexibility and efficiency: medial entorhinal cortex represents a compositional cognitive mapNature Communications - How the brain creates compositional cognitive maps that support both flexible and efficient planning remains poorly understood. Here, authors propose a... 17820
Reposted by Nathaniel DawClaire Gillan @clairegillan.bsky.social · 01/07/2025We @smfleming.bsky.social, Marion Rouault and @seowxft.bsky.social and I) have posted a reply osf.io/preprints/ps... to a preprint that recently raised concerns about the validity of associations between mental health and metacognition from online studies. I hope you can take the time to read it.osf.ioOSF 23721
Nathaniel Daw @nathanieldaw.bsky.social · 11/04/2025heads up on a cool postdoc at cambridge. i collaborate on this project as well and looking forward to interacting with the team. 081
Reposted by Nathaniel DawKate Nussenbaum @katenuss.bsky.social · 06/03/2025New preprint 📝 - another fun collaboration with @arikahn.bsky.social, @licezhang.bsky.social, @nathanieldaw.bsky.social, @hartleylabnyu.bsky.social We ask: Why do children and adults often derive different representations of their environments from the same experiences? 🧠👶🔎 osf.io/preprints/ps...osf.ioOSF 14413
Reposted by Nathaniel DawJonathan Nicholas @jonathannicholas.bsky.social · 14/02/2025Excited to share a new paper with Daphna Shohamy & @nathanieldaw.bsky.social! Using fmri reactivation, we measured *when* people build preferences from memory. We found that people tend to do so before a choice, but that they also wait until choice time when options are linked to multiple memoriesnature.comProactive and reactive construction of memory-based preferences - Nature CommunicationsMaking new decisions requires retrieving memories, but when this occurs is unclear. The authors show that people typically access memories before a choice unless there are many related memories to con... 17218
Nathaniel Daw @nathanieldaw.bsky.social · 10/02/2025one of the most intriguing projects i've been involved in: automated scientific discovery in an area (human/animal RL) I've been working on forever. can an LLM do the job of my grad students? if it is backed up by super smart scientists incl @pcastr.bsky.social @neurokim.bsky.social & kevin miller 33411
Nathaniel Daw @nathanieldaw.bsky.social · 10/02/2025announcing this year's neuroeconomics summer school, this time outside paris. too many great lecturers to list, even too many great organizers (plassmann,glimcher,tymula,kable,me). & you wouldnt believe all the past students and where they are now. sign up: www.insead.edu/events/neuro...insead.eduNeuroeconomics Summer School 04217
Nathaniel Daw @nathanieldaw.bsky.social · 05/02/2025hello world. we have an opening for a strong theory postdoc to work in my lab on a exciting collaboration with Josh Berke and Loren Frank labs modeling and analyzing data on rat hipp-pfc-bg-da involvement in spatial maze foraging, replay, value etc. apply here: www.princeton.edu/acad-positio...princeton.eduApplication for Postdoctoral Research Associate 26647
Reposted by Nathaniel DawLaura Ana Bustamante, PhD @lauraabusta.bsky.social · 26/01/2025Hey 🦋 fam! Check out this great summary of our study by @psypost.bsky.social, out now in Psychological Medicine doi.org/10.1017/S003... w Deanna Barch, Johanne Solis, Temitope Oshinowo, Ivan Grahek, Anna Konova, @nathanieldaw.bsky.social & Jon Cohen. Thanks to funders @njacts.bsky.social & NJHF!doi.orgMajor depression symptom severity associations with willingness to exert effort and patch foraging strategy | Psychological Medicine | Cambridge CoreMajor depression symptom severity associations with willingness to exert effort and patch foraging strategy - Volume 54 Issue 15 15017
Reposted by Nathaniel DawKate Nussenbaum @katenuss.bsky.social · 20/01/2025New preprint - "Children leverage predictive representations for flexible, value-guided choice." A fun collaboration with @arikahn.bsky.social @nathanieldaw.bsky.social @catehartley.bsky.social, led by @licezhang.bsky.social 🧠🧒💻 0224
Reposted by Nathaniel DawCommunications Psychology @commspsychol.nature.com · 09/01/2025In a dynamic reinforcement learning task, human players adaptively employ a mix of decision strategies, including model-based learning but also the successor representation. www.nature.com/articles/s44...nature.comHumans rationally balance detailed and temporally abstract world models - Communications PsychologyIn a dynamic reinforcement learning task, human players adaptively employ a mix of decision strategies, including model-based learning but also the successor representation. 04615
Reposted by Nathaniel DawCarlos G. Correa @cgcorrea.bsky.social · 03/12/2024My 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... 19937
Reposted by Nathaniel DawQuentin Huys @docqhuys.bsky.social · 15/11/2024How do DA and 5HT drugs alter reinforcement learning? Join us next Wednesday for talks by @anahitm.bsky.social, Diego Pizzagalli, Michael Browning, Roshan Cools, Emma Robinson, Yael Niv, Cath Harmer, Isabel Berwian, @nathanieldaw.bsky.social and Anne Collins. Links etc: acplab.org/2024/11/15/r...acplab.orgRELMED Workshop 20th Nov 2024 – Applied Computational Psychiatry Lab 24517
Reposted by Nathaniel DawPayam Piray @payampiray.bsky.social · 22/10/2024New in Nature Communication with @nathanieldaw.bsky.social : humans tell apart volatility from stochasticity & adapt their learning adaptively in opposite directions. Both response times and prediction data suggest outcome autocorrelation is key in this process www.nature.com/articles/s41...nature.comComputational processes of simultaneous learning of stochasticity and volatility in humans - Nature CommunicationsAdaptive learning is difficult in noisy environments, yet people often succeed. Here, the authors show that humans do this by distinguishing between two easily confused types of noise—volatility and s... 03812
Reposted by Nathaniel DawCarlos G. Correa @cgcorrea.bsky.social · 13/02/2024Human behavior is hierarchically structured. But what determines *which* hierarchies people use? In a preprint, we run an experiment where people create programs that correspond to hierarchies, finding that people prefer structures with more reuse. arxiv.org/abs/2311.18644 1/7 1257
Nathaniel Daw @nathanieldaw.bsky.social · 08/11/2023One more week to apply for our joint faculty position in Princeton Neuroscience Institute and Computer Science Dept, in neuroAI and intelligent systems, broadly construed. Do you fit? Yes. But feel free to contact me with q's. puwebp.princeton.edu/AcadHire/app...puwebp.princeton.edu 11919
Nathaniel Daw @nathanieldaw.bsky.social · 02/10/2023Come work with us! @PrincetonNeuro and @PrincetonCS are searching for a joint faculty member in NeuroAI and intelligent systems. On the PNI side, our human cog neuro group (already v. computational) is esp keen to develop more connections with AI and CS. puwebp.princeton.edu/AcadHire/app...puwebp.princeton.edu 03536
Nathaniel Daw @nathanieldaw.bsky.social · 18/09/2023@mgallen.bsky.social Interception is narcissism. Change my mind on Twitter. 120
Nathaniel Daw @nathanieldaw.bsky.social · 17/09/2023My favorite part of the consciousness pseudoscience letter discourse is the repeated sense that free energy theory is implicitly criticized or perhaps next up against the wall. 090
Nathaniel Daw @nathanieldaw.bsky.social · 17/09/2023I think the right way to understand the pseudoscience letter is like a letter to the editor of NYTimes or something. It's responding to media coverage, not directly arguing science. So it does read a little weird as a psyrxiv preprint, and I think this is driving some of the backlash. 2152
Nathaniel Daw @nathanieldaw.bsky.social · 17/09/2023I didnt sign the letter because it's out of my lane. But I am v sympathetic. HL fills in context below which is rly about lifting the veil on what ppl rly think/pushing back on comms. Wont satisfy backlashers looking for direct science debate. For that start w Hakwan's earlier preprint on Cogitate. 0102