Marcelo Mattar's Avatar

Marcelo Mattar

@marcelomattar.bsky.social

Assistant professor at NYU.

2,113 Followers  |  345 Following  |  47 Posts  |  Joined: 16.10.2023  |  2.3733

Latest posts by marcelomattar.bsky.social on Bluesky

Very cool! Looking forward to seeing what work will come out of this great team!

24.09.2025 01:27 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Amazing! Congratulations, Luke!

17.09.2025 12:30 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

So happy to see this manuscript on biorxiv after so many years in the making! Thank you Matthieu for all your hard work, and @sreejan.bsky.social for all of the novel contributions and for pushing it through the finish line! And looking forward to comments from the community!

07.09.2025 14:37 β€” πŸ‘ 18    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

πŸš€Excited to share our project: Canonical Representational Mapping for Cognitive Neuroscience. @schottdorflab.bsky.social and I propose a novel multivariate method to isolate neural representations aligned with specific cognitive hypotheses 🧡https://www.biorxiv.org/content/10.1101/2025.09.01.673485v1

05.09.2025 16:18 β€” πŸ‘ 78    πŸ” 30    πŸ’¬ 1    πŸ“Œ 2

What are your pros/cons of using AI in science?

Feel free to respond wrt use or harm in the design of experiments, coding experiments, coding analysis, brain storming analysis, summarizing literature, synthesis of ideas, modeling, novel model development, mathematical proofs, writing, editing.

03.09.2025 21:09 β€” πŸ‘ 45    πŸ” 15    πŸ’¬ 24    πŸ“Œ 3

Thanks!

29.08.2025 23:00 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

🚨We believe this is a major step forward in how we study hippocampus function in healthy humans.

Using novel behavioral tasks, fMRI, RL & RNN modeling, and transcranial ultrasound stimulation (TUS), we demonstrate the causal role of hippocampus in relational structure learning.

28.08.2025 14:00 β€” πŸ‘ 127    πŸ” 47    πŸ’¬ 2    πŸ“Œ 6

I'm honored to serve as Expert Advisor for "The Alignment Project", an international initiative dedicated to ensuring AI systems are safe and beneficial. They are providing significant funding, compute, and collaboration opportunities for researchers---including those in cogsci/neuro. Please apply!

20.08.2025 17:54 β€” πŸ‘ 18    πŸ” 3    πŸ’¬ 1    πŸ“Œ 0
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The Alignment Project by AISI β€” The AI Security Institute The Alignment Project funds groundbreaking AI alignment research to address one of AI’s most urgent challenges: ensuring advanced systems act predictably, safely, and for society’s benefit.

I am very excited that AISI is announcing over Β£15M in funding for AI alignment and control, in partnership with other governments, industry, VCs, and philanthropists!

Here is a 🧡 about why it is important to bring more independent ideas and expertise into this space.

alignmentproject.aisi.gov.uk

30.07.2025 11:53 β€” πŸ‘ 9    πŸ” 2    πŸ’¬ 1    πŸ“Œ 1

Are similar representations in neural nets evidence of shared computation? In new theory work w/ Lukas Braun (lukasbraun.com) & @saxelab.bsky.social, we prove that representational comparisons are ill-posed in general, unless networks are efficient.

@icmlconf.bsky.social @cogcompneuro.bsky.social

13.08.2025 11:30 β€” πŸ‘ 72    πŸ” 20    πŸ’¬ 3    πŸ“Œ 0

This is very cool! Congrats @eringrant.me !

13.08.2025 12:45 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

It's a very cool idea! Let's do it!

07.08.2025 10:39 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Our new paper is out! When navigating through an environment, how do we combine our general sense of direction with known landmark states? To explore this, @denislan.bsky.social used a task that allowed subjects (or neural networks) to choose either their next action or next state at each step.

02.08.2025 08:37 β€” πŸ‘ 70    πŸ” 25    πŸ’¬ 0    πŸ“Œ 0
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NYU Application Support Group Matching Form Dear Prospective Neuroscience & Psychology PhD Students, We are a group of current NYU Neuroscience & Psychology PhD students who would like to help you with your PhD applications. We want to support...

Thinking of applying to US-based Ph.D. programs in neuroscience, psychology, or cognitive science? We’ve got your back! NYU’s Application Support Group is a student-led, free mentorship program offering 1-on-1 support and guidance. Apply now! docs.google.com/forms/d/e/1F...

28.07.2025 15:15 β€” πŸ‘ 13    πŸ” 16    πŸ’¬ 0    πŸ“Œ 0
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🚨 Fully Funded PhD positions

Gonda Brain Institute, Sharp Lab

We will explore how people build and deploy world models efficiently for planning and decision making. We will also seek to characterize how world models construal and use is biased in anxiety.

Deadline: 1 Sept 2025. Please share!

22.07.2025 08:48 β€” πŸ‘ 8    πŸ” 3    πŸ’¬ 0    πŸ“Œ 1

πŸ“£ I'm looking for a postdoc to join my lab at NYU! Come work with me on a principled, theory-driven approach to studying language, learning, and reasoning, in humans and AI agents.
Apply here: apply.interfolio.com/170656
And come chat with me at #CogSci2025 if interested!

21.07.2025 22:28 β€” πŸ‘ 45    πŸ” 19    πŸ’¬ 1    πŸ“Œ 1

Fantastic work by our (now former) lab manager Liv Christiano. We assess the test-retest reliability of OPM and compare it to fMRI and iEEG. πŸ§ πŸ“„πŸ§΅

19.07.2025 16:48 β€” πŸ‘ 28    πŸ” 8    πŸ’¬ 0    πŸ“Œ 1
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Reliability and signal comparison of OPM-MEG, fMRI & iEEG in a repeated movie viewing paradigm Optically pumped magnetometers (OPMs) offer a promising advancement in noninvasive neuroimaging via magnetoencephalography (MEG), but establishing their reliability and comparability to existing metho...

How reliable is OPM-MEG, and how does it compare to other neuroimaging modalities? πŸ€”

In a new preprint with β€ͺ@s-michelmann.bsky.social‬, we evaluate the reliability of OPM-MEG within & between individuals, and compare it to fMRI & iEEG during repeated movie viewing. 🧠

πŸ“„ doi.org/10.1101/2025...

19.07.2025 16:10 β€” πŸ‘ 34    πŸ” 15    πŸ’¬ 1    πŸ“Œ 2

Beautiful work by @neurozz.bsky.social and @annaschapiro.bsky.social !

17.07.2025 00:01 β€” πŸ‘ 8    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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A gradient of complementary learning systems emerges through meta-learning Long-term learning and memory in the primate brain rely on a series of hierarchically organized subsystems extending from early sensory neocortical areas to the hippocampus. The components differ in t...

Excited to share a new preprint w/ @annaschapiro.bsky.social! Why are there gradients of plasticity and sparsity along the neocortex–hippocampus hierarchy? We show that brain-like organization of these properties emerges in ANNs that meta-learn layer-wise plasticity and sparsity. bit.ly/4kB1yg5

16.07.2025 16:15 β€” πŸ‘ 63    πŸ” 24    πŸ’¬ 0    πŸ“Œ 3
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Considering What We Know and What We Don’t Know: Expectations and Confidence Guide Value Integration in Value-Based Decision-Making Abstract. When making decisions, we often have more information about some options than others. Previous work has shown that people are more likely to choose options that they look at more and those t...

Our newest paper, led by Romy Froemer
and @fredcallaway.bsky.social‬, is now out in Open Mind: β€œConsidering What We Know and What We Don’t Know: Expectations and Confidence Guide Value Integration in Value-Based Decision-Making”

direct.mit.edu/opmi/article...

10.07.2025 16:43 β€” πŸ‘ 25    πŸ” 8    πŸ’¬ 0    πŸ“Œ 1
What Paradigms Can Webcam Eye-Tracking Be Used For? Attempted Replications of Five Cognitive Science Experiments Web-based data collection allows researchers to recruit large and diverse samples with fewer resources than lab-based studies require. Recent innovations have expanded the set of methodolgies that are...

Want to know what kinds of studies webcam-based eye tracking can be used for? Here's our take on the current tech. This certainly isn't the first paper on this topic, but it provides some converging evidence about the viability of eye tracking with online methods. online.ucpress.edu/collabra/art...

08.07.2025 19:57 β€” πŸ‘ 20    πŸ” 4    πŸ’¬ 1    πŸ“Œ 2

Very cool. Will the talk be recorded?

03.07.2025 14:08 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Looks super interesting! Can't wait to read!

03.07.2025 00:41 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

YAY!!! I'm so happy for you, Anna! πŸŽ‰ Can't wait to see what your post-tenure research looks like! I'll be watching closely.

03.07.2025 00:32 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Thanks!

And yes, the reason our tiny models did so well is that the tasks we studied were so simple (like most tasks studied in neuroscience!)

In more complex tasks, large models will definitely outperform, assuming you have enough data to train them.

02.07.2025 20:42 β€” πŸ‘ 5    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Discovering cognitive strategies with tiny recurrent neural networks - Nature Modelling biological decision-making with tiny recurrent neural networks enables more accurate predictions of animal choices than classical cognitive models and offers insights into the underlying cog...

Here's the link to our paper: doi.org/10.1038/s415...
Here's the link to the Centaur paper: www.nature.com/articles/s41...
And here's Marcel Binz' thread on Centaur: bsky.app/profile/marc...

02.07.2025 19:03 β€” πŸ‘ 13    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Also thrilled that this work appears in the same @nature issue as another paper I contributed to, Centaur! Like TinyRNNs, it excels at predicting human behavior. Impressively, Centaur works across many tasks, but this comes with a trade-off in model interpretability.

02.07.2025 19:03 β€” πŸ‘ 4    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Crucially, we can discover these patterns for each individual! This is a game-changer for computational psychiatry, as it lets us pinpoint exactly how cognitive processes differ across people, without the constraints of a prespecified learning/decision model like RL.

02.07.2025 19:03 β€” πŸ‘ 11    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

This approach uncovered several patterns in the animal's decisions that previous models missed. Eg we found state-dependent learning rates, novel patterns of perseveration, and a peculiar type of forgetting where an action value decays towards the value of the alternative action.

02.07.2025 19:03 β€” πŸ‘ 6    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

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