Mariya Toneva

@mtoneva.bsky.social

Faculty at the Max Planck Institute for Software Systems, working at the intersection of ML, language models, and cognitive neuroscience. Yogurt snob. https://mtoneva.com/

This review began with the great Peter Hagoort asking after one of my talks: "What have we actually learned about the brain from brain–DNN comparisons?" 🔥 So eye-opening to survey NeuroAI work across vision and language--many questions have been answered in one field but remain open in the other!

Dota Tianai Dong@dotadotadota.bsky.social · 2w ago

1/5 Over a decade of comparing deep neural networks to the human brain—but what have we actually learned? Our new @cp-trendscognsci.bsky.social Feature Review synthesizes a decade of brain–DNN comparisons, asking what they reveal about brain function across vision and language.

Submit an article to our SI "Studying Language Processing in the Era of LLMs" We're interested in papers using cognitive priors to improve LLM, using LLMs to understand the brain’s processing of language, or using theories/methods/tests inspired by cognitive science to understand LLMs, and more!

Brain and Language | ScienceDirect.com by Elsevier - Brain and Language | ScienceDirect.com by Elsevier

Read the latest articles of Brain and Language at ScienceDirect.com, Elsevier’s leading platform of peer-reviewed scholarly literature

sciencedirect.com

🔬 We're hiring a Junior Group Leader for Data-Driven Digital Twins/System Models in medicine/life sciences at @uni_goettingen! Perfect opportunity for early-career researchers who want to: - Lead their own research group - Work at the intersection of AI, simulation, and biomedicine

🚀 ELLIS partners with the newly launched 𝗠𝗮𝘅 𝗣𝗹𝗮𝗻𝗰𝗸 𝗔𝗜 𝗡𝗲𝘁𝘄𝗼𝗿𝗸 to expand doctoral opportunities across Europe. Fully funded PhDs with dual supervision: one advisor in ML/AI, one in an application domain, with optional ELLIS co-advisors. 📅 Oct 1-31 🔗 ellis.eu/news/ellis-p... @maxplanck.de

ELLIS Partners with New Max Planck AI Network to Expand Doctoral Opportunities

The ELLIS mission is to create a diverse European network that promotes research excellence and advances breakthroughs in AI, as well as a pan-European PhD program to educate the next generation of AI...

ellis.eu

So excited and honored to receive an ERC Starting Grant for the project BrainAlign!! BrainAlign will bring LLMs closer to human understanding by directly aligning them with the human brain. Stay tuned for our findings, and multiple postdoc and PhD openings in the coming years!

Bild

Music is an incredibly powerful retrieval cue. What is the neural basis of music-evoked memory reactivation? And how does this reactivation relate to later memory for the retrieved events? In our new study, we used Eternal Sunshine of the Spotless Mind to find out. www.biorxiv.org/content/10.1...

Music-evoked reactivation during continuous perception is associated with enhanced subsequent recall of naturalistic events

Music is a potent cue for recalling personal experiences, yet the neural basis of music-evoked memory remains elusive. We address this question by using the full-length film Eternal Sunshine of the Spotless Mind to examine how repeated musical themes reactivate previously encoded events in cortex and shape next-day recall. Participants in an fMRI study viewed either the original film (with repeated musical themes) or a no-music version. By comparing neural activity patterns between these groups, we found that music-evoked reactivation of neural patterns linked to earlier scenes in the default mode network was associated with improved subsequent recall. This relationship was specific to the music condition and persisted when we controlled for a proxy measure of initial encoding strength (spatial intersubject correlation), suggesting that music-evoked reactivation may play a role in making event memories stick that is distinct from what happens at initial encoding. ### Competing Interest Statement The authors have declared no competing interest. National Institutes of Health, https://ror.org/01cwqze88, F99 NS118740, R01 MH112357

biorxiv.org

Had a great time discussing aligning LLMs to the human brain with the UniReps community. Thank you for inviting me! This is a new speaker series and there are already some very interesting speakers lined up -- excited for future discussions! Subscribing to stay up to date ✅

UniReps@unireps.bsky.social · last yr.

🎥 The recording of the 2nd ELLISxUniReps Speaker Series session with @mtoneva.bsky.social and @lenkatetkova.bsky.social is now available at: youtu.be/qXBT_-w3Mfs

I'm hiring at least one post-doc! We're interested in creating language models that process language more like humans than mainstream LLMs do, through architectural modifications and interpretability-style steering. Express interest here: docs.google.com/forms/d/e/1F...

NYU LLM + cognitive science post-doc interest form

Tal Linzen's group at NYU is hiring a post-doc! We're interested in creating language models that process language more like humans than mainstream LLMs do, through architectural modifications and int...

docs.google.com

Our ICLR poster is Saturday Morning (Hall 3 + Hall 2B #63)! We (myself with Cory Efird, Alex Murphy and Joel Zylberberg) are excited to share our work searching for Shared Decodable Concepts in the human brain. We used the Natural Scenes Dataset to find the concepts that most drive brain activity…

There is still time until tomorrow to apply for a 4-year Research Fellow post in the Language and Cognition Lab @ UCL!

Gabriella Vigliocco@gabriellavigliocco.bsky.social · last yr.

Join us in London! The Language and Cognition Lab (with @fourtassi.bsky.social, Yan Gu) is looking for a Research Fellow for 4-years to work on how children and adults from different cultures learn in social interaction. Ad is here (www.jobs.ac.uk/job/DMN891/r...). DM if you have any question!

Together with @autreche.bsky.social, Adish Singla, Krishna Gummadi, Goran Radanovic and Nina Grgić-Hlača, we have multiple open positions postdocs in AI, Computing, and Society at the MPI for Software Systems! Apply by May 13 via the new Max Planck Postdoc Program! www.mpg.de/en/max-planc...

Max Planck Postdoc Program

Launching in April 2025, the Max Planck Postdoc Program features structured application calls and a comprehensive support system for researchers.

mpg.de

Join us in London! The Language and Cognition Lab (with @fourtassi.bsky.social, Yan Gu) is looking for a Research Fellow for 4-years to work on how children and adults from different cultures learn in social interaction. Ad is here (www.jobs.ac.uk/job/DMN891/r...). DM if you have any question!

Research Fellow in Social Learning at UCL

Discover Research Fellow in Social Learning jobs and more in higher education on jobs.ac.uk. Apply for further details on the top job board.

jobs.ac.uk