M. Mathis Laboratory @EPFL
@mwmathislab
Merging artificial and natural intelligence to study adaptive mechanisms | CV, ML, Neuro | PI: @trackingactions
🦓🦓🦓 #CEBRA is out 🎉🎉🎉 Check out the @Nature paper ⬇️ & the gorgeous code & resources built by current members @stes_io @BenquetCelia @TrackingActions @EPFL_en @epflSV 📚 how to use: cebra.ai/docs/usage.html 💻 install: cebra.ai/docs/installat… 📖nature.com/articles/s4158…
🦓 Self-supervised multimodal ML is promising the next AI breakthrough - in our new work published in @Nature, we debut @CEBRAai: for self-supervised hypothesis- and discovery-driven science. 📝 doi.org/10.1038/s41586… 💻github.com/AdaptiveMotorC… 🦓 cebra.ai 🧵⬇️
Este año llega la DLC AI Residency a CABA! 🎉 @DeepLabCut Durante dos días vamos a aprender y analizar datos de comportamiento 🐭🐒🦥 Anotate en 👇 forms.gle/YXoFNg7NUeYiT3… 📆 Aplicaciones abiertas hasta el 25/7 🚨 Cupos limitados ¡Te esperamos!
🥰 Self-supervised, label-free 3D cell imaging is here actu.epfl.ch/news/self-supe… #epfl #elife Congrats to @AChRD4 on this very cool first, first author publication 🏆! This started when he was a bachelor's student (and he's now completing his masters!). And many thanks to my…
🥳New @CellCellPress paper, where I was delighted to play a small part in their big discovery: 🚨They found *specific* neuropeptides that can determine AND *change* the cast of ants 🐜🍃👀 (and has a global similar role in naked mole rats 🐀) cell.com/cell/fulltext/… 👩🔬My…
Delighted we could play a small part in supporting the leaf cutting analysis 🐜🍃 Congrats to all, esp, lab members @NasFilippova and @TrackingActions ❤️🎉
Now online! Neuropeptides specify and reprogram division of labor in the leafcutter ant Atta cephalotes dlvr.it/TLJNcY
Congratulations to now-former postdoc @sainsbury_tom for landing an exciting role in industry to push the bounds of BCI! We wish you all the best in your next adventures! 🙌
#DLCProTip: Did you know you can use unsupervised learning to adapt a trained model on the fly to your video in DeepLabCut!? When you run video analysis, check out “video adaptation” - it reduces jitter and provides better poses! ⬇️ nature.com/articles/s4146…
🚀 Excited to share our #ICLR2025 paper! 🤖 AROS: Adversarially Robust Out-of-Distribution Detection through Stability 📄 Paper:openreview.net/forum?id=GrDne… 🔹 #AI_safety 🔹 #Trustworthy_ML 🗓️ Poster Session: Fri 25 Apr 10-12:30 📍 Hall3+Hall 2B (#327)
Happy birthday #DeepLabCut! It was 7 years ago we first appeared on @arxiv 🙌🎊- thanks to the incredible users, contributors, & the software team who continue to make it the leading software for animal pose estimation! 🙏🏼💜 arxiv.org/abs/1804.03142 DeepLabCut.org
Check out the latest work from our lab! Our first very large - 7B parameter - model for behavioral analysis! Coming soon will be AmadeusGPT 2.0… and more 😎
✨ Introducing a new #SOTA action recognition large multimodal language model: #LLaVAction! Understanding human behavior requires recognizing actions—a challenging task given the complexity of behavior. Large multimodal language models (#MLLMs) offer a promising path forward,…
✨ Introducing a new #SOTA action recognition large multimodal language model: #LLaVAction! Understanding human behavior requires recognizing actions—a challenging task given the complexity of behavior. Large multimodal language models (#MLLMs) offer a promising path forward,…
👀 We hit a major milestone: the PR for DLC3 is merged into main, and rc7 is up for final testing: pypi.org/project/deepla… - this is the most powerful, most new-user (+ new GUI features!) & ML expert friendly code, & the highest performance ... ready to #AnimalPose?! 🚀
Ready to start with #CEBRA for your behavioral clustering, neural data, or joint-modeling? Check out our new demo notebook to help you learn the best practices and how to develop models! cebra.ai/docs/demo_note… 🌈🦓 #ML4Science
We have a new release up! Check out 0.5.0rc1!! 🔥 Important maintenance updates to keep up with dependencies, some nee features, and preparing for much more coming in the next weeks 👀… github.com/AdaptiveMotorC… #cebra @mwmathislab
🔥🙏🏼 #AROS 💍 is accepted to #ICLR2025! So proud of @hsirm96 - what an awesome way to kick off his first grad school project 👌👌 Check out the updated arXiv version of the paper, open code (including python package) below ⬇️ #AROS💍 leverages neural ODEs and Lyapunov…
👏🍾💪 check out the background paper for #SuperAnimal from @shaokaiyeah et al that was recently published in @NatureComms nature.com/articles/s4146…
@TrackingActions showcased Superanimal, a single deep learning model detecting animal motion across many species and environments which can be used for animal conservation, biomedicine, and neuroscience research. #AIforHeath #AiforthePlanet
We are releasing AmadeusGPT-0.1.3! Many use cases to demonstrate its capability. We also have invited DLC residents ( @StuckertAnna , @mrc_canela, @dikra_masrour to share their use cases. Seamless integration with #SuperAnimal and GPT-4o
🔮Ever wished you could just say what behavioral analysis you wanted? ... "Plot the animal's trajectory" "Count the head hips in the open arm" 👀🪄we present AmadeusGPT🎻 to do this ... 🗞@shaokaiyeah @jessy_lauer @zhoumu53 @trackingplumes and me arxiv.org/abs/2307.04858 🧵⬇️
#CellSeg3D hits 85K downloads, and we’ve updated our preprint to add a few more key details and added new demo videos 🎥! Check out the demos from @AChRD4 and @SebHausmann 🔥 youtu.be/3UOvvpKxEAo?fe… m.youtube.com/watch?v=U2a9Ib… biorxiv.org/content/10.110…
Comment fonctionne notre cerveau face au langage et comment décoder le fonctionnement de nos circuits neuronaux. C'est en cherchant à répondre à ces questions que les deux scientifiques Pascal Gygax et Mackenzie Mathis sont récompensés par les Prix Marcel Benoist et Latsis👏
On behalf of all members of the board of the Latsis foundation, I'd like to convey our warmest congratulations on this well-deserved award! This is just the start of a very promising career
🇨🇭❤️🇨🇭❤️ my deepest thanks to the Swiss Parliament for hosting me for the Swiss Science Latsis Prize 2024 today. The experience was overwhelming yet so wonderful. My thanks to the Latsis Foundation and @snsf_ch for giving me this incredible honor 🙏🏼. My heart is so full and…
Mackenzie Mathis @TrackingActions, la neuroscientifique de l’@EPFL «qui murmure à l’oreille des #souris», couronnée par plusieurs prix. #EARA via @LeTemps letemps.ch/sciences/macke…