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Geometric Intelligence Lab
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Geometric Intelligence Lab
@geometric_intel
Research lab at @UCSBEngineering revealing the geometric signatures of natural and artificial intelligence | PI: @ninamiolane
Santa Barbara
gi.ece.ucsb.edu
Joined September 2021
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    Geometric Intelligence Lab
    @geometric_intel
    Jul 15, 2024
    ๐ŸŒŸ New review from the lab! Discover the geometric, topological and algebraic signatures of machine learning and deep learning models. By @naturecomputes @johmathe @mathildepapillo D. Buracas @hansenlillemark @cashewmake2 @AbbyBertics X. Pennec & @ninamiolane !
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    Mathilde Papillon๐Ÿฆ‹ mathildepapillon .bsky .social
    @mathildepapillo
    Jul 15, 2024
    In the 20th century, non-Euclidean geometry transformed how we model the world with pen and paper. In this century, itโ€™s revolutionizing how we model the world with machines. Our review on the topic is out arxiv.org/pdf/2407.09468, led w the brilliant @naturecomputes @johmathe
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    Geometric Intelligence Lab
    @geometric_intel
    Nov 14, 2023
    ๐Ÿ“ฃ The Geometric Intelligence lab receives a 1.2M$ NSF Grant to work on Lie Group Representation Learning for Vision Lead by lab membersย Christian Shewmakeย andย Sophia Sanborn, the grant will support research on vision models that incorporate hierarchical learnable symmetries
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    Geometric Intelligence Lab
    @geometric_intel
    Sep 14, 2024
    โ€ผ๏ธJob alert! Interested in working on cutting edge AI and women's health? โœจ We are recruiting postdocs / research engineers to build the very first digital twin of the maternal brain๐Ÿง  Deadline: Sept 30 Competitive salary Oceanside location for your future office ๐ŸŒŠ
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    Geometric Intelligence Lab
    @geometric_intel
    Oct 10, 2024
    New work from the labโ€ผ๏ธ We propose a simple and easy-to-use framework for building general Topological Deep Learning models that outperform current models on various topological domains and datasets. The best part? Anyone can build these models from any existing GNN๐Ÿคฏ
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    Mathilde Papillon๐Ÿฆ‹ mathildepapillon .bsky .social
    @mathildepapillo
    Oct 10, 2024
    What if any neural network could go topological? While being just as (or more) general, equivariant, and expressive as other Topological Deep Learning models? Without a hacky, case-by-case software struggle? I am beyond excited to introduce TopoTune๐Ÿ’ซ arxiv.org/pdf/2410.06530
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    Geometric Intelligence Lab
    @geometric_intel
    Mar 9, 2023
    Meet Sophia @naturecomputes from our lab๐Ÿคฉ sophiasanborn.com Sophia studies fascinating geometric properties of neural representations @neur_reps @ucsbcs She was just awarded the prestigious PIMS-Simons fellowship for her outstanding research in mathematical sciences!๐Ÿ†
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    Geometric Intelligence Lab
    @geometric_intel
    Nov 7, 2023
    Our lab is recruiting PhD students for Fall'24! Join us in our quest to reveal the geometric signatures of intelligence @ucsantabarbara @UofCalifornia ! Details๐Ÿ‘‡
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    Nina Miolane ๐Ÿฆ‹ @ninamiolane.bsky.social
    @ninamiolane
    Nov 7, 2023
    I am recruiting PhD students for 2024!๐Ÿ˜ƒ You want to reveal the geometric signatures of natural and artificial intelligence, and crack the neural code? ๐ŸŒ๐Ÿง ๐Ÿค– Apply to the UCSB Geometric Intelligence Labโœจ This is the view you'd have from... well, your desk๐ŸŒด
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    Geometric Intelligence Lab
    @geometric_intel
    Jul 22, 2024
    ๐ŸŒŸ New paper from the lab! In this work led by @theopapamarkou , we discuss open problems in topological deep learning, ranging from practical benefits to theoretical foundations. Must read if you want to start research in this exciting field! arxiv.org/pdf/2402.08871
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    Nina Miolane ๐Ÿฆ‹ @ninamiolane.bsky.social
    @ninamiolane
    Jul 22, 2024
    Interested in topological deep learning #icml24 ? Join tomorrow's poster session to discuss the position paper: ๐Ÿค–Topological Deep Learning is the New Frontier for Relational Learning ๐Ÿฉ Led by @theopapamarkou with an amazing team of co-authors ๐ŸŒŸ
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    Geometric Intelligence Lab
    @geometric_intel
    Nov 3, 2022
    ๐Ÿ“ฃNew preprint that will appear in Foundations and Trends in Machine Learning. ๐Ÿ‘‰ We give a detailed introduction to Riemannian Geometry & Geometric Statistics with @geomstats . Impressive work led by @nicolas_guigui! hal.inria.fr/hal-03766900/ @neur_reps @UCSBengineering
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    Geometric Intelligence Lab
    @geometric_intel
    Aug 14, 2024
    Ready to start a postdoc in AI and unlock the next stage of your research career? Join our team at UCSB! ๐ŸŒด
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    Nina Miolane ๐Ÿฆ‹ @ninamiolane.bsky.social
    @ninamiolane
    Aug 14, 2024
    We are recruiting postdocs for 2024/25 @ai_ucsb ! You want to build next-gen artificial scientific intelligence?๐Ÿค– Apply to the UCSB Real AI Initiative! Deadline: Sept 15 Competitive salary Prime location for your future office ๐ŸŒŠ @YaoQin_UCSB @HaewonJeong00 @UofCalifornia
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    Join the Lab
    From gi.ece.ucsb.edu
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    Geometric Intelligence Lab
    @geometric_intel
    Sep 10, 2024
    ๐ŸŒŸ New Python package from the lab! Explore geometric intelligence by using the latest version of Geomstats: an open-source Python package for differential geometry in Python. @geomstats @ucsantabarbara @UCSBengineering
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    geomstats
    @geomstats
    Sep 10, 2024
    Geomstats 2.8.0 is out: Discover differential geometry for learning in Python! ๐ŸŒย 30+ manifolds ๐ŸŒย Connections & Riemannian metrics: geodesics, exp & log maps, parallel transport, curvatures ๐ŸŒย Lie groups, fiber bundles, quotient spaces, stratified spaces github.com/geomstats/geomโ€ฆ
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    Geometric Intelligence Lab
    @geometric_intel
    Nov 7, 2023
    Meet Simon @SMataigne, a visiting PhD student in our lab! ๐Ÿ‘ Simon is visiting us from UCLouvain in Belgium. He investigates the question of the Riemannian logarithm on the Stiefel manifold on both the numerical and theoretical aspect, which is of high importance for AI!
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    Geometric Intelligence Lab
    @geometric_intel
    Sep 18, 2024
    ๐Ÿ† Incredible news! @mathildepapillo is awarded Canada's prestigious PGS-D fellowship. She will continue her groundbreaking work in our lab focused on TDL and motion๐ŸŽ‰ Huge congrats!
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    Mathilde Papillon๐Ÿฆ‹ mathildepapillon .bsky .social
    @mathildepapillo
    Sep 18, 2024
    Excited to share that I was awarded Canada's Postgraduate Doctoral Scholarship by @NSERC_CRSNG ๐Ÿ‡จ๐Ÿ‡ฆโ˜บ๏ธ our equivalent of the NSF GRFP๐Ÿพ These 3 years of funding will allow me to develop cool and useful Topological Deep Learning tools for human movement๐Ÿ’ƒ at the @geometric_intel lab!
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    Geometric Intelligence Lab
    @geometric_intel
    Jul 27, 2023
    Exciting news! ๐Ÿ†Our PI @ninamiolane has been recognized by UCSB Academic Senate for the scholarly excellence of our lab! Discover how we create cutting-edge AI to reveal the hidden geometries of intelligent life ๐ŸŒ๐Ÿง  @ucsantabarbara @UCSBengineering
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    Nina Miolane Awarded a Faculty Research Grant by the Academic Senate
    From gi.ece.ucsb.edu
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    Geometric Intelligence Lab
    @geometric_intel
    Jun 13, 2023
    Nina Miolane @ucsantabarbara is named Hellman Fellow 2023!๐Ÿ† This award supports emerging leaders across the University of California, the American Academy of Arts and Sciences, Stanford University, among others. Congrats @ninamiolane! ๐ŸŽ‰ tinyurl.com/ctxtc5ju
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