Merging artificial and natural intelligence to study adaptive mechanisms | CV, ML, Neuro | PI: @trackingactions

Joined June 2017
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πŸ¦“πŸ¦“πŸ¦“ #CEBRA is out πŸŽ‰πŸŽ‰πŸŽ‰ Check out the @Nature paper ⬇️ & the gorgeous code & resources built by current members @stes_io @BenquetCelia @TrackingActions @EPFL_en @epflSV πŸ“š how to use: cebra.ai/docs/usage.html πŸ’» install: cebra.ai/docs/installation.h… πŸ“–nature.com/articles/s41586-0…

πŸ¦“ 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. πŸ“ doi.org/10.1038/s41586-023-0… πŸ’»github.com/AdaptiveMotorCont… πŸ¦“ cebra.ai/ πŸ§΅β¬‡οΈ
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Online now: The Simons Collaboration on Ecological Neuroscience: Studying how the brain interacts with the world dlvr.it/TSyBZX
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πŸ₯³ Excited that our Perspective about our new @SimonsFdn Collaboration: SCENE is out in @NeuroCellPress ! A great team effort across all the PIs, championed by @lengyel_m and @JP__NOEL πŸ™ ➑️ cell.com/neuron/fulltext/S08…
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Jun 4
Interested in how we estimate 3D poses for humans and animals using flow matching? Come check out our work, #FMPose3D, at CVPR 2026! Today at the CV4Animals Workshop poster session: 11:30 a.m.–12:30 p.m., ExHall A Looking forward to seeing you there! πŸ˜€
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πŸ₯³ New work from my lab (@MLabofAI) just dropped on @arxiv! Measuring the shape of an animal can be highly useful for biomedical applications and for avatars 😎 We introduce *PRIMA*:πŸ”₯SOTA 2D➑️3D animal shape by @xiaoyu912huang, @TiwangCS & I! πŸ“ arxiv.org/abs/2606.02366
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And now, accepted to #CVPR2026! πŸ™ŒπŸ”₯ @CVPR ⬇️
🚨 ✨ New 3D pose estimation method from @mwmathislab! #FMPose3D allows for monocular (i.e. single camera) 2D ➑️ 3D πŸ”₯ Led by @TiwangCS & w/@xiaoyu912huang #FMPose3D is SOTA on human & animal 3D benchmarks, & will be integrated into @DeepLabCut β¬‡οΈπŸ‘€ πŸ“ arxiv.org/abs/2602.05755
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🚨 ✨ New 3D pose estimation method from @mwmathislab! #FMPose3D allows for monocular (i.e. single camera) 2D ➑️ 3D πŸ”₯ Led by @TiwangCS & w/@xiaoyu912huang #FMPose3D is SOTA on human & animal 3D benchmarks, & will be integrated into @DeepLabCut β¬‡οΈπŸ‘€ πŸ“ arxiv.org/abs/2602.05755
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πŸ’‰ Finding clinical trials & knowing which are useful is an overwhelming task, even if you know where to start! I worked on a simple @Gradio app for parsing clinical trials adding a #DeepSeek model to rank trials user Q&A. I hope its useful to many: clinicaltrialmatcher.org
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🐻 reID of unmarked Grizzly's in Alaskan wilderness from single images is a daunting task, but in our new work out in @CurrentBiology that is exactly what Beth Rosenberg & Mu Zhou & @TrackingPlumes! πŸ”₯ Check out the work - many years in the making... sciencedirect.com/science/ar…
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πŸ”₯🍾 massive congratulations to @shaokaiyeah and Haozhe Qi for #LLaVAction to be accepted to #ICLR2026! TL;DR the first MMLLM for action understanding, a new benchmark, methods to train your MMLLMs for such tasks πŸ•ΊπŸ»πŸ’ƒπŸΌ πŸ’» llavaction.epfl.ch/ πŸ’™ arxiv.org/abs/2503.18712
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🚨 Looking for a primer on the latest advances in joint neural-behavioral modeling? 🀩 Check out our new Nature Reviews Neuroscience piece! It was really an honor to write this 🫢 nature.com/articles/s41583-0…

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Jan 14
Nature Neuroscience Leveraging insights from neuroscience to build adaptive artificial intelligence nature.com/articles/s41593-0…

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πŸ‘€ How can we use new neuroscience insights to build *adaptive* AI agents and leverage the many foundation models ( which are much like different brain areas)? Check out my pitch in @NatureNeuro in the Jan 2026 issue πŸ’š ⬇️ nature.com/articles/s41593-0… #AIagents #neuroscience #AGI
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Delighted to have my perspective on how we can leverage the latest insights from neuroscience to build adaptive AI agents out in @NatureNeuro πŸ–€πŸ’™ πŸ”— nature.com/articles/s41593-0…

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Interested in the latest advances in neuroscience (neural dynamics and internal models) and how they can be leveraged to build smarter, adaptive AI? ➑️ My first real solo piece πŸ–€πŸ«Ά @NatureNeuro rdcu.be/eWVmA
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The 2025 lab swag / holiday kit! πŸ«πŸ·πŸ§–β€β™€οΈ- happy holidays everyone!
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8 Dec 2025
The Swiss Laboratory Animal Science Association awarded on Wednesday its 2025 Prize to neuroscientist Mackenzie Mathis, Professor at EPFL, β€œfor her outstanding contribution to the refinement of animal research.”  go.epfl.ch/6689f9
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Joint modelling of brain and behaviour dynamics with artificial intelligence β€” a Review by Mackenzie Weygandt Mathis & Alexander Mathis @TrackingActions @TrackingPlumes nature.com/articles/s41583-0…

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The next OpenSUN3D workshop takes place at @ICCVConference -- we are excited to announce a fantastic line-up of speakers: πŸ‘©β€πŸ’Ό @TrackingActions @sainingxie @jstraub6 @angelxchang @ir0armeni ⏱️Date/time: Oct. 19, 1:30pm--6pm (1st day, afternoon) 🏑Details: opensun3d.github.io
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The lab hit it out of the park with the 8 year lab anniversary celebration today!! Extra thanks to @g_roodle for the excellent snacks and science πŸ”₯πŸ’ͺ
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My lab has been pushing into explainable, robust, & theoretically-tractable AI models for science πŸ’ͺ 🚨At #ICCV2025 we introduce #DISTIL - led by amazing PhD student @hsirm96 - we propose a trigger-inversion method for DNNs that reconstructs malicious backdoor triggers 1/4
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