Kianté

Kianté

@kiante.bsky.social

cognitive models of decision making @UCLA kiantefernandez.com

2.6K followers1K following65 posts

Now out in PNAS. We show that AI detection failure rates vary and are platform-specific. Agents without knowledge of the tests were caught every time, while sophisticated agents with knowledge of the tests could evade detection only at nearly 3x the time and 6x the cost. www.pnas.org/doi/10.1073/...

pnas.orgEstimating the threat of AI-agent responding across online survey platforms | PNASRecent research and advances in LLMs have led to widespread concern that AI agents could pose as human online survey-takers. However, it remains un...
Oleg Urminsky@olegurminsky.bsky.social

When you collect data online, are the results from humans or AI? In a project led by Booth PhD student Grace Zhang, we estimate the prevalence of AI agents on commonly used survey platforms: osf.io/preprints/ps... 🧵

This was a great collaboration between the UChicago Booth and UCLA Anderson crews! Special shout-out to Grace Zhang for steering the ship!

Kianté reposted

📢 My lab at the Mount Sinai School of Medicine is considering graduate student applications this fall! We welcome applicants interested in using computational modeling to study social interaction 🗓️ Deadline: December 1, 2026 🔗 Learn more: sinclaboratory.com/apply #comppsychiatry #socialneuro

Update! 220 miles. 82 hours, 52 mins! Top 50 males. So happy with this one. Feeling recovered, now back to work!

Kianté@kiante.bsky.social

Not work related. Sorry if I am slow to respond in the next few days. Today I start my journey toward completing the mammoth 218 miler. Follow along on the live stream! Bib number 273! mountainoutpost.com/events/the-m...

Kianté reposted

📣 NEW PREPRINT ALERT! 📣 📝Preprint: www.biorxiv.org/content/10.6... When choosing between options with multiple attributes, what does the brain actually compare - individual attributes or integrated option values? We combined EEG + eye-tracking to find out... and found evidence for the latter 🧠

biorxiv.orgFixation-evoked potentials reveal neural signatures of hierarchical value-integration during decision-makingMany decisions require maintaining beliefs across multiple levels of representation, from sampling and integrating information to forming action plans. To elucidate these processes and reveal the neur...

Kianté reposted

Replying to @jpheffne.bsky.social

We are growing the team! Currently recruiting a PhD student (Fall 2027 start, portal opens mid-Sep) and hiring a lab manager. Inquiries from postdocs, prospective PhD students, and research assistants are all welcome. Apply now! www.heffner-lab.com/join

heffner-lab.comPeople | Join the ECC Lab — Emotions, Computation, and Choice LabLearn more about available positions and how to join the Emotions, Computation, and Choice Lab at Stanford University.

A few years ago at MathPsych @singmann.bsky.social and I spoke about making an update. Well here it is new rtdists live on CRAN!

Henrik Singmann@singmann.bsky.social

A new version of rtdists is now on CRAN: cran.r-project.org/package=rtdi... Big thanks to @kiante.bsky.social who added a new distribution, the racing diffusion model, fixed a number of long-standing bugs, and increased the speed of the diffusion model. All news: cran.r-project.org/web/packages...

Kianté reposted

We broke Weber's law. By manipulating the prior (ie the frequencies of small and large magnitudes), we changed how people's accuracy depended on magnitude. When large magnitudes were more frequent, subjects became more precise about them. This points to efficient coding, dynamically implemented.

Sam Gershman@gershbrain.bsky.social

@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...

Kianté reposted

Now published in eLife: elifesciences.org/articles/103... We find strong evidence that activity in Pre-SMA and vmPFC scales with gaze-weighted accumulated evidence, suggesting attention directly modulates value signals in canonical decision-making circuits! 🧵 on the methods + findings:

elifesciences.orgOvert visual attention modulates decision-related signals in the frontal cortexBrain activity in the pre-supplementary motor area and dorsolateral prefrontal cortex represents gaze-weighted accumulated evidence signals in value-based decision-making.

Kianté reposted

📢New paper out today in @cognitionjournal.bsky.social led by Seoyoung Lee! Does reward spread across multiple links in memory organized in a cognitive graph? Yes! We see graded spread through a recalled (even if incorrect) learned graph. Reward preserves proximal structure to support decisions.

authors.elsevier.comReward selectively preserves relational structure in memoryMemories tend to form networks that reflect relationships between experiences. These networks, or cognitive graphs, have been used to study how struct…

A few days at the @jspsych.org Summer Hackathon 2026 turned into jspsych-ado: adaptive Bayesian experimental design that runs in the browser along with any jspsych experiment. It adapts each what it presents on each trial to what it has learned from a participant's earlier responses:

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A few days at the @jspsych.org Summer Hackathon 2026 turned into jspsych-ado: adaptive Bayesian experimental design that runs in the browser along with any jspsych experiment. It adapts each what it presents on each trial to what it has learned from a participant's earlier responses:

The idea is that after each trial, the experiment fits a Bayesian model to the data so far and picks the next stimulus expected to be most informative. A Stan model compiled to WebAssembly runs the inference right on the participant's machine.

Kianté reposted

Move over, GLM-HMM—there’s a new hidden Markov model in town. In our new preprint, we introduce the DDM-HMM: a model that jointly infers latent decision states from reaction times and choices. Using 24-hour behavioral data from rats, we found that evidence accumulation changes with time of day!

bioRxivpreprint@biorxivpreprint.bsky.social

Diurnal rhythms of choice: a novel state-dependent drift diffusion model uncovers time-dependent changes in rat decision making https://www.biorxiv.org/content/10.64898/2026.05.25.727672v1

Kianté reposted

Time's running out to sign up for the Economic Science Association world meeting July 15-17 in beautiful Marina Del Rey (Los Angeles). The day before (July 14), we're hosting a "choice process" symposium with many amazing speakers. Best part - it's free with ESA registration.

Proof by presence 🤖👁️🙅 Check out our new position piece on webcam eye tracking for AI bot detection! 🧵 below:

Krajbich Lab@krajbichlab.bsky.social

Autonomous AI agents are now built into many browsers. A naive user can take an online survey with as little as the click of a button. For behavioral research, which depends heavily on online samples, this is a real problem. (1/7)

Kianté reposted

🎉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.orgPostdoc and Research Technician Positions — Rutledge LabNow hiring a postdoc and a research technician with an interest in neuroeconomics or computational psychiatry.

Kianté reposted

Kianté reposted

🚨NEW PREPRINT (w/ Fleming Peck & Hongjing Lu) "Spontaneous emergence of context-dependent statistical learning in humans and neural networks" We are constantly predicting what will happen next. Yet the same cue can lead to different predictions depending on context. How might this work...? 🧵1/8

Kianté reposted

8 days left to submit to the Human x AI Finance conference! - 🏆 $1,000 prize for the best paper. - ✈️ The top 4 papers will be invited for presentation at the Fink Center Conference on Financial Markets at UCLA Anderson School of Management (travel and lodging included). 🔗 humanxaifinance.org

humanxaifinance.orgHuman × AI FinanceWrite a finance paper with AI. Get reviewed by AI. Top four presented at the Fink Center Conference at UCLA Anderson, April 24, 2026.
Gregor Schubert@grayshoebird.bsky.social

What happens when we encourage AI use for research and also use it to review papers? We are running an experiment to find out: the UCLA Human × AI Finance conference! Write a finance paper with AI in 4 weeks (by 3/18). AI agents review the submissions: humanxaifinance.org 🧵 1/

8 days left to submit to the Human x AI Finance conference! - 🏆 $1,000 prize for the best paper. - ✈️ The top 4 papers will be invited for presentation at the Fink Center Conference on Financial Markets at UCLA Anderson School of Management (travel and lodging included). 🔗 humanxaifinance.org

humanxaifinance.orgHuman × AI FinanceWrite a finance paper with AI. Get reviewed by AI. Top four presented at the Fink Center Conference at UCLA Anderson, April 24, 2026.
Gregor Schubert@grayshoebird.bsky.social

What happens when we encourage AI use for research and also use it to review papers? We are running an experiment to find out: the UCLA Human × AI Finance conference! Write a finance paper with AI in 4 weeks (by 3/18). AI agents review the submissions: humanxaifinance.org 🧵 1/

Worth a look if you're running online studies. Happy to be a part of this, great work led by Grace. Check out Oleg's thread; feedback welcome!

Oleg Urminsky@olegurminsky.bsky.social

When you collect data online, are the results from humans or AI? In a project led by Booth PhD student Grace Zhang, we estimate the prevalence of AI agents on commonly used survey platforms: osf.io/preprints/ps... 🧵

One initial line of defense could be to require transparency statements regarding how instruments have been vetted to combat malicious users, based on best practices (like a STAR editor check). In a recent workshop, we aimed to create such a compendium (see @andreaaaaa.bsky.social for access)!

kiante-fernandez.github.ioModern Threats to Online Surveys
simine vazire@simine.com

What should psychology journals do about this? What’s a reasonable policy/standard to apply to research using online data collection methods?

Kianté reposted

There's hope! This is an adversarial game, researchers will need to continuously innovate to stay ahead @kiante.bsky.social @andreaaaaa.bsky.social & @jbogard.bsky.social ran an excellent workshop at #SJDM2025 to help folks get started Materials here: kiante-fernandez.github.io/sjdm-data-va...

kiante-fernandez.github.ioModern Threats to Online Surveys
John Holbein@johnholbein1.bsky.social

This is terrifying. "[AI agents] can... infer a researcher's latent hypotheses and produce data that artificially confirms them." ... "We can no longer trust that survey responses are coming from real people" -@seanjwestwood.bsky.social

Thanks again to the Society for Judgment and Decision Making for helping continue the discussion on creating a system for data validation in the age of accessible bots in online research. Looking forward to continuing the conversation with the community! @sjdm-tweets.bsky.social

Nick Byrd, Ph.D.@byrdnick.com

How can we identify or block #AI #survey respondents? @andreaaaaa.bsky.social, Kianté Fernandez, @jbogard.bsky.social, and Craig Fox demoed examples, facilitated discussion, and tested our live suggestions. See their Modern Threats to Online Surveys: kiante-fernandez.github.io/sjdm-data-va...

Kianté reposted

📢 Thrilled to share our paper is out now in @natcomms.nature.com Shared computations underlie how we acquire actions that are mutually beneficial, instrumentally harmful (benefits self at the expense of others), altruistic (benefit others at the expense of self), or mutually costly 🧵 rdcu.be/eL8mZ

rdcu.beNeurocomputational basis of learning when choices simultaneously affect both oneself and othersNature Communications - When learning to make choices that simultaneously affect the self and others, asymmetric encoding of information guides future social behaviors across mutually beneficial,...

Kianté reposted

Excited to share our new paper out in PNAS: “Neural predictors of hidden, persistent psychological states at work.” Full paper at bit.ly/47oaGRR We brought portable fNIRS into the field to predict the subjective work-related “lenses” of business leaders. Check out the thread below for more! 1/8