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Will Decker

@jwilldecker

PhD student @ Georgia Tech 🐝 and LIT LabπŸ’‘. Interested in how brains and machines learn, organize, and use knowledge about the world. https://w-decker.github.io/

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27.11.2024
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Latest posts by Will Decker @jwilldecker

Cool! Are these dimensions PCs or just the first 250 dims of a word embedding? Also, are these networks in any way interpretable? Maybe the embedding network -> human alignment helps with this?

13.02.2026 17:35 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

🚨 New preprint on individual differences in artificial neural networks and human behavior.

We show that individual differences among ANN instances trained with different random initializations capture the individual differences in human behavior.

1/8

12.02.2026 14:00 πŸ‘ 9 πŸ” 7 πŸ’¬ 1 πŸ“Œ 1
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1/7 Can infants recognise the world around them? πŸ‘ΆπŸ§  As part of the FOUNDCOG project, we scanned 134 awake infants using fMRI. Published today in Nature Neuroscience, our research reveals 2-month-old infants already possess complex visual representations in VVC that align with DNNs.

02.02.2026 16:00 πŸ‘ 155 πŸ” 70 πŸ’¬ 4 πŸ“Œ 8
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Semantic reasoning takes place largely outside the language network The brain's language network is often implicated in the representation and manipulation of abstract semantic knowledge. However, this view is inconsistent with a large body of evidence suggesting that...

The last chapter of my PhD (expanded) is finally out as a preprint!

β€œSemantic reasoning takes place largely outside the language network” 🧠🧐

www.biorxiv.org/content/10.6...

What is semantic reasoning? Read on! πŸ§΅πŸ‘‡

11.12.2025 18:34 πŸ‘ 88 πŸ” 25 πŸ’¬ 2 πŸ“Œ 4

Check this out!

08.12.2025 20:05 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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What does it mean to understand language? Language understanding entails not just extracting the surface-level meaning of the linguistic input, but constructing rich mental models of the situation it describes. Here we propose that because pr...

What does it mean to understand language? We argue that the brain’s core language system is limited, and that *deeply* understanding language requires EXPORTING info to other brain regions.
w/ @neuranna.bsky.social @evfedorenko.bsky.social @nancykanwisher.bsky.social
arxiv.org/abs/2511.19757
1/nπŸ§΅πŸ‘‡

26.11.2025 16:26 πŸ‘ 82 πŸ” 33 πŸ’¬ 2 πŸ“Œ 5
PNAS Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...

Our paper β€œThe cost of thinking is similar between large reasoning models and humans” is now out in PNAS! πŸ€–πŸ§ 
w/ @fepdelia.bsky.social, @hopekean.bsky.social, @lampinen.bsky.social, and @evfedorenko.bsky.social
Link: www.pnas.org/doi/10.1073/... (1/6)

19.11.2025 20:14 πŸ‘ 35 πŸ” 10 πŸ’¬ 1 πŸ“Œ 1
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πŸ€–πŸ“ˆ How do LLMs use their depth?

Akshat Gupta led a fun project to find out! We leverage TunedLens (~linear decoding of tokens) to explore how LLMs' internal representations change from layer to layer.

Preprint: arxiv.org/abs/2510.18871

1/

23.10.2025 16:17 πŸ‘ 69 πŸ” 16 πŸ’¬ 3 πŸ“Œ 0

The new #NSF #GRFP application now excludes 1000’s of students, including those who were told they could apply this year, or who planned to apply next year.

We have a new specific petition urging #NSFGRFP undo this harmful action. If you are impacted sign here: laurenkuehne.github.io/grfpChanges/

29.09.2025 17:47 πŸ‘ 21 πŸ” 33 πŸ’¬ 2 πŸ“Œ 8

Our young lab greatly appreciates open datasets and code provided by pioneers in the field! @alexanderhuth.bsky.social
@amandalebel.bsky.social
@rjantonello.bsky.social
@mtoneva.bsky.social
@samnastase.bsky.social
@jixingli.bsky.social
@mschrimpf.bsky.social
@evfedorenko.bsky.social
etc
3/end

29.09.2025 17:39 πŸ‘ 5 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Check out @neurotaha.bsky.social new work!

29.09.2025 14:47 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The GRFP announcement from NSF cuts out an entire cohort of 2nd year students from consideration, without warning. This is so deeply unfair that it warrants a formal protest from the scientific community. If someone wants to work with me to craft an open letter and solicit signatures, LMK.

26.09.2025 17:10 πŸ‘ 171 πŸ” 87 πŸ’¬ 9 πŸ“Œ 9

Here is our best thinking about how to make world models. I would apologize for it being a massive 40-page behemoth, but it's worth reading. arxiv.org/pdf/2509.09737

15.09.2025 23:47 πŸ‘ 71 πŸ” 18 πŸ’¬ 2 πŸ“Œ 2
Postdoctoral Fellow - Language Models and Neuroscience - Careers@UAlberta.ca University of Alberta: Careers@UAlberta.ca

I am hiring a post doc at UAlberta, affiliated with Amii! We study language processing in the brain using LLMs and neuroimaging. Looking for someone with experience with ideally both neuroimaging and LLMs, or a willingness to learn. Email me with Qs
apps.ualberta.ca/careers/post...

15.09.2025 21:43 πŸ‘ 14 πŸ” 7 πŸ’¬ 0 πŸ“Œ 1
Image of labubu doll labeled labubu next to image of spiky labubu doll labeled lakiki

Image of labubu doll labeled labubu next to image of spiky labubu doll labeled lakiki

::slowly stands while clapping::

10.09.2025 23:07 πŸ‘ 1019 πŸ” 260 πŸ’¬ 6 πŸ“Œ 11
An empty booth with a sign that says β€œvendor removed for selling AI art #ArtBYHumans”

An empty booth with a sign that says β€œvendor removed for selling AI art #ArtBYHumans”

I love the smell of consequences in the morning. Thank you, @dragoncon.org

01.09.2025 18:01 πŸ‘ 31851 πŸ” 7818 πŸ’¬ 270 πŸ“Œ 435
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In our new paper, we explore how we can build encoding models that are both powerful and understandable. Our model uses an LLM to answer 35 questions about a sentence's content. The answers linearly contribute to our prediction of how the brain will respond to that sentence. 1/6

18.08.2025 09:44 πŸ‘ 25 πŸ” 9 πŸ’¬ 1 πŸ“Œ 1

Many thanks to the volunteer organizers and the flash talk presenters for making the CCN watch party at Georgia Tech a success! And thanks all attendees for coming and engaging in discussions!

16.08.2025 16:02 πŸ‘ 5 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
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Looking forward to #CogSci2025 ! Find us throughout the conference

28.07.2025 15:24 πŸ‘ 29 πŸ” 6 πŸ’¬ 0 πŸ“Œ 2
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Atlanta community: we are organizing a CCN @cogcompneuro.bsky.social watch party!

Watch the talks, engage in structured discussions, and (optionally) present your own work.

Register:
forms.gle/AWxVPbrgxkdd...
Schedule:
tinyurl.com/ccn2025atlanta

22.07.2025 15:40 πŸ‘ 11 πŸ” 4 πŸ’¬ 0 πŸ“Œ 1

Georgia Tech’s Neuro Next Initiative has officially evolved into the Institute for Neuroscience, Neurotechnology, and Society (INNS). A new era of interdisciplinary research begins today.

πŸ”— neuro.gatech.edu

#Neuroscience #Neurotech #GeorgiaTech

01.07.2025 21:09 πŸ‘ 4 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0

So far we have CCN local meetups @ NYC @neurograce.bsky.social, Boston @lynnkasorensen.bsky.social, Atlanta @neuranna.bsky.social, Lyon and Bucharest!

Who will host one on even further away from Amsterdam (West Coast? East Asia? Africa?)

20.06.2025 10:34 πŸ‘ 6 πŸ” 6 πŸ’¬ 1 πŸ“Œ 0
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What are the organizing dimensions of language processing?

We show that voxel responses during comprehension are organized along 2 main axes: processing difficulty & meaning abstractnessβ€”revealing an interpretable, topographic representational basis for language processing shared across individuals

23.05.2025 16:59 πŸ‘ 71 πŸ” 30 πŸ’¬ 3 πŸ“Œ 0

A postdoc in my lab contacted a fellow scientist to get some advice and was told that, because he's currently working on the topic, he "can't give away all his secrets." I find this extremely lame, and yet I keep encountering it. Science is not a zero-sum game!!

16.04.2025 21:14 πŸ‘ 109 πŸ” 12 πŸ’¬ 6 πŸ“Œ 3

New preprint ✨ w/ @olafhauk.bsky.social and Matt Lambon Ralph @mrccbu.bsky.social @cambridgeuni.bsky.social @gatescambridge.bsky.social

The anterior temporal lobe (ATL) seems crucial for both semantic memory and semantic composition. How to make sense of this neuroanatomical alignment? 🧠

🧡

15.04.2025 14:31 πŸ‘ 27 πŸ” 12 πŸ’¬ 1 πŸ“Œ 0
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Learning about color from language - Communications Psychology Blind people show similar associations between adjectives (e.g. cold) and colours (e.g. blue) as sighted people; word embedding models trained on corpora of written and spoken language learn these ass...

Very cool work by Qiawen (Ella) Liu, Paridon, @glupyan.bsky.social: e.g., Is white hot or cold?
LMs consider 'white' cold because it's mediated by 'snow'
Ablate the mediators, and you eliminate the associations.

www.nature.com/articles/s44...

16.04.2025 14:58 πŸ‘ 14 πŸ” 3 πŸ’¬ 1 πŸ“Œ 1
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A language network in the individualized functional connectomes of over 1,000 human brains doing arbitrary tasks A century and a half of neuroscience has yielded many divergent theories of the neurobiology of language. Two factors that likely contribute to this situation include (a) conceptual disagreement…

New brain/language study w/ @evfedorenko.bsky.social! We applied task-agnostic individualized functional connectomics (iFC) to the entire history of fMRI scanning in the Fedorenko lab, parcellating nearly 1200 brains into networks based on activity fluctuations alone. doi.org/10.1101/2025... . 🧡

31.03.2025 15:19 πŸ‘ 43 πŸ” 13 πŸ’¬ 1 πŸ“Œ 2

LIT lab is presenting 2 posters at #CNS2025!

Session D - Scaling Laws in Functional Region of Interest (fROI) Analyses by @ruimingao.bsky.social

Session E - Characterizing the effects of content, task and modality on task-driven semantic processing in the brain (sketchpad series) by Jin Li

31.03.2025 03:18 πŸ‘ 5 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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Key-value memory in the brain Classical models of memory in psychology and neuroscience rely on similarity-based retrieval of stored patterns, where similarity is a function of ret…

Our paper on key-value memory in the brain (updated from the preprint version) is now out in Neuron @cp-neuron.bsky.social
authors.elsevier.com/a/1kqIJ3BtfH...

26.03.2025 15:09 πŸ‘ 50 πŸ” 12 πŸ’¬ 0 πŸ“Œ 2