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Posts by Han Zhang

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We're happy to release NeuralSet: a simple, fast, scalable package for Neuro-AI

Supports:
🧠 fMRI, EEG, MEG, iEEG, spikes… preprocessing
💬 text 🔊 audio ▶️ video 🏞️ image… embeddings

📦 pip install neuralset
🔍 facebookresearch.github.io/neuroai/neur...
📄 kingjr.github.io/files/neural...

🧵 Details👇

23 hours ago 61 28 1 4
Semantic Network of OECS articles.

Semantic Network of OECS articles.

Reminder! The Open Encyclopedia of Cognitive Science (OECS) hosts summaries of what we know vs don't about a host of fascinating issues. All freely available.

What a terrific alternative to doomscrolling: learning about (e.g.) The Mind-Body problem, Delusion, or Free Will.

oecs.mit.edu

1 week ago 112 50 2 6
JAX à la Stan

👀 looks like the core Stan folks are pretty bullish on Jax as the software of choice for fitting Bayesian models

bob-carpenter.github.io/dj-paper/

1 week ago 28 8 0 2
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#BIDS has been extended to #EyeTracking data!

There is now a standard for organizing and sharing eye tracking, covering gaze position, pupil size, meta data, messages, and more. Great news for #OpenScience! 🎉

Martin Szinte et al: www.biorxiv.org/content/10.6...

3 weeks ago 108 36 1 2

Do you want to measure pupil size while participants move their eyes around 👀? We offer a straightforward solution to gaze-induced distortions on pupil size measurements in our newest paper!

3 weeks ago 11 3 0 0
Melvyn Goodale - Linking Past and Present Worlds in the Visual Control of Behaviour
Melvyn Goodale - Linking Past and Present Worlds in the Visual Control of Behaviour YouTube video by MIT Consciousness Club

The recording of Mel Goodale's talk at the MIT Consciousness Club is now available here: www.youtube.com/watch?v=kThw....

3 weeks ago 44 14 0 1
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From Capture to Control: Initial Capture Increases Learned Suppression - Yue Zhang, Nicholas Gaspelin, 2026 Salient stimuli have the potential to distract us from our immediate goals. Much research has therefore aimed to understand how we learn to use attention to res...

Excited to see this work out! We show that attention can rapidly learn to ignore salient distractions within 1-2 exposures. Interestingly, this learned suppression is highly contingent on an initial instance of capture!

More to come!
journals.sagepub.com/doi/10.1177/...
@yuezhang-mu.bsky.social

1 month ago 22 10 0 1
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Are you interested in detecting brain changes in individuals with higher precision over shorter intervals?

Check out our new paper in Nature Communications. With Randy Buckner, @jingnandu.bsky.social, and others.

Link - doi.org/10.1038/s414...

1 month ago 55 28 2 1
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Home This virtual workshop teaches students basic principles of computer programming for psychology and neuroscience. Specific emphasis is given on the skills needed to analyze data from cognitive tasks us...

Want to learn R? 📊 Join our NSF-funded "R Programming for Psychology and Neuroscience Workshop"! This virtual workshop is completely free and teaches junior scientists the basics of coding for data analysis.

Apply by May 15th!
rworkshop.missouri.edu

#RStats #Psychology #Neuroscience

1 month ago 20 14 0 0
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New paper alert! 🚨 We independently evaluated the Pupil Neon mobile eye-tracker against the Eyelink 1000 Plus across 10 oculomotor tasks.

Good: It hits ~1.45° accuracy and is incredibly stable over time without calibration.
Bad: It cannot detect microsaccades.

OA: doi.org/10.1525/coll... 🧵👇

1 month ago 5 2 1 0

Here is the "effective payline" for each institute, estimated (by Claude) as the percentile where one can expect 80% probability of funding from a logistic regression fit. The effective payline has gone from a historic ~12% to 6% in 2025.

1 month ago 97 69 15 14

Every psych department has its quirks but the elevator is currently broken in all of them.

2 months ago 17 2 2 0
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Ever wondered how the Dalmatian Dog effect works?

The human brain can quickly learn from a single experience and generalize it to related experiences — an impressive feat so far not matched by AI.

Our new paper in @natcomms.nature.com reveals how this works.
www.nature.com/articles/s41...

2 months ago 84 33 2 4
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Congratulations, You've Discovered Fatigue Just when I thought I was out, they pull me back in.

After 20 years as psychology's golden child, ego depletion collapsed. Now it's back...with a catch. The secret? Make people work for 30-40 minutes instead of 5. In other words, we finally discovered fatigue.

New post on the redemption tour.

2 months ago 17 6 1 0
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The OPAM conference is looking for new organizers, and senior grads and postdocs are eligible. Please share and post widely! This was one of the best things I ever did for my career, and as a service, and I cannot recommend it enough. Deadline 3/1/26; questions to me or opam.info@gmail.com.

2 months ago 1 2 0 0

Are you interested in adding Bayesian analyses to your next project so you can finally start interpreting your null results? Then join us tomorrow where Dr. Johnny van Doorn from @jaspstats.bsky.social will give a workshop how easy Bayesian stats can be using JASP! Sign up below!

2 months ago 11 7 0 1
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Opportunities and Challenges in Precision Neurotherapeutics Precision neurotherapeutics represents a transformative paradigm shift from standardized “one-size-fits-all” treatments of neurological, neurodegenerative, and/or psychiatric disorders toward individu...

Opportunities and Challenges in Precision Neurotherapeutics
www.annualreviews.org/content/jour...
#neuroscience

3 months ago 7 1 0 0
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Making sense of principal component analysis, eigenvectors & eigenvalues In today's pattern recognition class my professor talked about PCA, eigenvectors and eigenvalues. I understood the mathematics of it. If I'm asked to find eigenvalues etc. I'll do it correctly li...

still one of the best explanations of principal component analysis (pca), explained at different levels from layman to the more math inclined stats.stackexchange.com/a/140579/132...

3 months ago 62 18 1 1
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A systematic review and meta-analysis of the effectiveness of social norms messaging approaches for improving health behaviours in developed countries - Nature Human Behaviour Social norms approaches are widely applied in health promotion. This pre-registered systematic review and meta-analysis of RCTs using social norms messaging in developed countries aimed to evaluate th...

Meta-analysis: After correcting for publication bias, there is no effect of “social norm messaging” nudges on health behavior

We need theories that explain *why* these interventions don’t work

www.nature.com/articles/s41...

3 months ago 16 5 2 0
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WARN-D machine learning competition is live » Eiko Fried If you share one single thing of our team in 2026—on social media or per email with your colleagues—please let it be this machine learning competition. It was half a decade of work to get here, especi...

After 5 years of data collection, our WARN-D machine learning competition to forecast depression onset is now LIVE! We hope many of you will participate—we have incredibly rich data.

If you share a single thing of my lab this year, please make it this competition.

eiko-fried.com/warn-d-machi...

3 months ago 189 159 5 7

We present a new Python library for processing eye movement and pupil data, compatible with Eyelink, Tobii, and generic eye trackers. Check out its features below! link.springer.com/article/10.3...

3 months ago 2 0 0 0
Line chart of Google search interest for “Christmas gift wife” and “Christmas gift husband” from November 18 to December 24. Bold lines show the average pattern across 2020–2024, while lighter shaded lines represent individual years. Shaded areas highlight which term has higher search interest at each point in time. The chart shows that searches for gifts for wives peak later in December than searches for gifts for husbands.

Line chart of Google search interest for “Christmas gift wife” and “Christmas gift husband” from November 18 to December 24. Bold lines show the average pattern across 2020–2024, while lighter shaded lines represent individual years. Shaded areas highlight which term has higher search interest at each point in time. The chart shows that searches for gifts for wives peak later in December than searches for gifts for husbands.

🎄 Hope you’ve got all your presents ready 💝

Google search interest shows a stable pattern:

🎅 “Christmas gift wife” peaks just before Christmas Eve
🎅 “Christmas gift husband” peaks much earlier

#MerryChristmas to all of you! 🎁

📈 Google Trends (Nov 18–Dec 24, 2020–2024)
#dataviz #ggplot2

3 months ago 153 43 2 7
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I've used Lavaan almost every (work)day for 15 years, but this open source labour of love has never received proper institutional support. I'm delighted to be a small part of an 1.5M OpenScienceNL award, led by Jorgensen, to completely revamp and futureproof Lavaan www.openscience.nl/en/news/45-p...

4 months ago 266 62 10 6
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Joint modelling of brain and behaviour dynamics with artificial intelligence - Nature Reviews Neuroscience Artificial intelligence is rapidly advancing our mechanistic understanding of the shared structure between the brain and higher-order behaviours. In this Review, Mathis and Mathis synthesize state-of-...

Joint modelling of brain and behaviour dynamics with artificial intelligence

www.nature.com/articles/s41...

4 months ago 118 29 2 2
A comprehensive study of cognitive control in healthy aging - Communications Medicine De Pue et al. administer a cognitive control test battery measuring inhibition, updating, shifting, and proactive and reactive control in young and older adults. While some cognitive control functions...

📢 New Publication Alert!
Our study on cognitive control in healthy aging is finally out (for early access) in Communications Medicine bit.ly/48tkF9g

We administered a comprehensive cognitive control test battery in 231 older adults (different cohorts) and 75 young adults 🧠

Key insights in 🧵(1/4)

4 months ago 9 6 1 1
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The next installment of our NSF-funded OPAM workshop series will feature Dr Jason Tsukahara (of the University of Miami) presenting his workshop on researching individual differences (on December 9th). Visit the website (opamconference.com) to register for the free Zoom session.

4 months ago 3 3 0 1
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How distributed is the brain-wide network that is recruited for cognition? - Nature Reviews Neuroscience Both localized and distributed views on the functional organization of the brain have been put forward. In this Perspective, Rosen and Freedman examine the degree to which these two views account for ...

Thoughtful review with some good recent historical perspective on the ongoing paradigm shift that is radically changing the way we think about what brain areas do.

www.nature.com/articles/s41...

4 months ago 96 41 2 2
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🚨 SynthNet is out 🚨
Researchers propose new constructs and measures faster than anyone can track. We (@anniria.bsky.social @ruben.the100.ci) built a search engine to check what already exists and help identify redundancies; indexing 74,000 scales from ~31,500 instruments in APA PsycTests. 🧵1/3

4 months ago 158 86 3 3
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trained my first CNN today. am I an AI researcher now? 😂

4 months ago 4 0 0 0
Andrew R. A. Conway

Andrew R. A. Conway

Michael J. Kane

Michael J. Kane

PS is excited to announce the launch of "Individual Differences in Cognition” (IDIC), an open-access journal on research in cognitive psychology, science, and neuroscience. Co-Editors-in-Chief are Andrew R.A. Conway & Michael J. Kane. Manuscripts accepted this spring. More information coming soon!

4 months ago 80 39 0 2