Mariya Toneva
mtoneva.bsky.social
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/
Pinned
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!
Reposted by Mariya Toneva
Hello world! 👋

We’re Minds, Machines, and Brains (MMB) 👤🤖🧠 a new open access journal from @mitpress.bsky.social exploring the principles of intelligence and cognition across natural and artificial minds.

Submissions open this Fall! 🔗 direct.mit.edu/mmb
Minds, Machines, and Brains | MIT Press
direct.mit.edu
August 2, 2026 at 4:26 PM
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!
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.
July 23, 2026 at 1:08 PM
Reposted by Mariya Toneva
Just landed in Barcelona for #FENS2026! On Wed, I’ll be moderating a panel on AI in neuroscience, 9:45am in Hall B with Mathew Abrams, @wakesleep.bsky.social @rachelparkinson.bsky.social and
@mtoneva.bsky.social @satra.bsky.social,
July 6, 2026 at 2:54 PM
Reposted by Mariya Toneva
Check out our #ACL2026 Oral paper 🗣️🤖

How do MLMs ground word usage through interactions with the physical and social world? Taking a classical human communication paradigm, we compare 7 MLMs with humans.

doi.org/10.18653/v1/2026.acl-long.84
Using Perspectival Words Is Harder Than Vocabulary Words for Humans —and Even More So for Multimodal Language Models
Dota Tianai Dong, Yifan Luo, Po-Ya Angela Wang, Asli Ozyurek, Paula Rubio-Fernandez. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 20...
doi.org
July 2, 2026 at 1:53 PM
It was a lot of fun to write this piece! Makes me so excited for the symposium about The Modern Neuroscience Lab in the Age of AI at FENS in a little more than 2 weeks 🧠🤖
June 22, 2026 at 6:18 PM
Really excited to take part in this important discussion!
June 15, 2026 at 2:35 PM
Reposted by Mariya Toneva
Happy to announce the 3rd iteration of NEAT (Neuro-AI-Talks), which will take place in Osnabrück September 14th-15th 2026.

NEAT is a (deliberately small scale) NeuroAI workshop that brings together researchers from neuroscience and AI.

www.kietzmannlab.org/neat2026/

More information below 👇
NEAT 2026
www.kietzmannlab.org
May 6, 2026 at 9:59 AM
Reposted by Mariya Toneva
We're excited to share our new study on decoding brain activity in participants with post-stroke aphasia! We think this is an important step towards cognitive brain-computer interfaces for patients with language disorders

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

1/8
www.biorxiv.org
April 9, 2026 at 7:18 PM
Reposted by Mariya Toneva
The Cowley Group at CSHL has an opening for a bioAI PhD student to start Fall 2026 to work on closed-loop AI models for visual processing (see below). You *must* have a Master's degree in a quant/eng/cs field.

www.cshl.edu/phd-program/...

Please reach out to me if interested!
I'll be at Cosyne.
March 9, 2026 at 7:05 PM
Reposted by Mariya Toneva
📢 PhD position in the NeuroAI of Language

Why can LLMs predict brain activity so well? We're hiring a PhD student to find out -- AI interpretability meets neuroimaging
Deadline March 20
Please RT 🙏
👇
mpi.nl/career-education/vacancies/vacancy/fully-funded-4-year-phd-position-neuroai-language
March 5, 2026 at 1:34 PM
Reposted by Mariya Toneva
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
www.sciencedirect.com
February 17, 2026 at 6:06 PM
Reposted by Mariya Toneva
🏆 Saarbrücken now houses 11 ACM Fellows — about 1/3 of all ACM Fellows in Germany — highest of any location nationwide. This year, only 3 new Fellows in Germany were named, and Saarland University software engineering professor Sven Apel was one!

Congrats, Prof. Apel! 👏

🔗 Read more: sic.link/apel
January 22, 2026 at 4:07 PM
Reposted by Mariya Toneva
🔬 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
December 19, 2025 at 8:02 AM
Reposted by Mariya Toneva
🤖🧠I'll be considering applications for PhD students & postdocs to start at Yale in Fall 2026!

If you are interested in the intersection of linguistics, cognitive science, & AI, I encourage you to apply!

PhD link: rtmccoy.com/prospective_...
Postdoc link: rtmccoy.com/prospective_...
November 14, 2025 at 4:40 PM
Reposted by Mariya Toneva
We're seeking the next Director of the Max Planck Institute for Psycholinguistics! Lead cutting-edge research in language & cognition. Nominations (incl. self) due 19 Dec 2025.
mpi.nl/career-education/vacancies/vacancy/nominations-and-self-nominations-sought-position-director-max
October 3, 2025 at 7:53 AM
Reposted by Mariya Toneva
🚀 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
September 29, 2025 at 2:33 PM
Reposted by Mariya Toneva
Happy and proud to see @rjantonello.bsky.social’s work awarded by SNL!
September 13, 2025 at 9:47 PM
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!
September 4, 2025 at 4:21 PM
Reposted by Mariya Toneva
Excited to announce the first workshop on CogInterp: Interpreting Cognition in Deep Learning Models @ NeurIPS 2025! 📣

How can we interpret the algorithms and representations underlying complex behavior in deep learning models?

🌐 coginterp.github.io/neurips2025/

1/4
Home
First Workshop on Interpreting Cognition in Deep Learning Models (NeurIPS 2025)
coginterp.github.io
July 16, 2025 at 1:08 PM
Reposted by Mariya Toneva
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
www.biorxiv.org
July 8, 2025 at 2:06 PM
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 ✅
🎥 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
June 24, 2025 at 4:16 PM
Reposted by Mariya Toneva
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
June 21, 2025 at 3:13 PM
Reposted by Mariya Toneva
🚀Join our team @tuda.bsky.social ! 🚀
I'm looking for 3 PhDs & 1 Postdoc for my @erc.europa.eu project “C4: Compositional Compression in Cognition and Culture” to study learning across individuals, teams, and cultural timescales
👉 PhD: hmc-lab.com/ERC_PhDs.html
👉 Postdoc: hmc-lab.com/ERC_Postdoc....
June 11, 2025 at 8:00 AM
Looking forward to discussing aligning LLMs to the human brain!
🎉 Get ready for our second @ellis.eu × UniReps Speaker Series session! 🔥

🗓️ When: June 20, 2025 – 16:00 CET
📍 Where: ethz.zoom.us/j/66426188160
🎙️ Speakers: Keynote by @mtoneva.bsky.social & Flash Talk by @lenkatetkova.bsky.social
👉 Join our Google group: groups.google.com/u/2/g/ellis-...
June 11, 2025 at 11:54 AM
Reposted by Mariya Toneva
NEUROCOG 2025 is taking place in Brussels Nov 17–18!

The theme: AI and the Human Brain 🤖 🧠

We’re thrilled to welcome 6 amazing invited speakers:
@evfedorenko.bsky.social, @nicoschuck.bsky.social, @summerfieldlab.bsky.social, @jeffreybowers.bsky.social, @irisgroen.bsky.social & @mtoneva.bsky.social
NeuroCog » November 17-18, 2025
neurocog.be
June 4, 2025 at 1:44 PM