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TopoTune is going to ICML 2025!🎉🇨🇦
Curious to try topological deep learning with your custom GNN or your specific dataset? We built this for you! Find out how to get started at geometric-intelligence.github.io/topotune/
Mathilde Papillon🦋 mathildepapillon .bsky .social
406 posts
Mathilde Papillon🦋 mathildepapillon .bsky .social
@mathildepapillo
Deep Learning + Topology + Movement
PhD-ing @Geometric_Intel @UCSBPhysics
AI Research Scientist @Dodgers⚾️
Prev. @McGillUPhysics
BlueSky: @mathildepapillon
Joined July 2022
- Topological Deep Learning is an immensely powerful and fast emerging field. Our new literature review arxiv.org/abs/2304.10031 is out and here’s why I’m very excited about it🧵1/5
- In the 20th century, non-Euclidean geometry transformed how we model the world with pen and paper. In this century, it’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
- 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 TopoTune💫 arxiv.org/pdf/2410.06530
- Thrilled to announce the first Topological Deep Learning Challenge hosted at @icmlconf 2023 by @TAGinDS 🎉🍩 Build a topological neural network with the tools of TopoModelX, and get published! Help us spread the word📣 Challenge website: tinyurl.com/tdlch
- New lab decoration came in and I am STOKED
- Really proud of this figure.This figure summarizes the landscape of topological neural network architectures on hypergraphs, simplicial, cellular, & combinatorial complexes in a unified graphical notation. Check out our paper and full repository of TNN equations for more ✨
- Yay! I am a PhD candidate💃
- Excited to share that I was awarded Canada's Postgraduate Doctoral Scholarship by @NSERC_CRSNG 🇨🇦☺️ our equivalent of the NSF GRFP🍾 These 3 years of funding will allow me to develop cool and useful Topological Deep Learning tools for human movement💃 at the @geometric_intel lab!
- Interested in giving topological deep learning a shot? TopoX is the perfect suite of tools to get started with🚀 Thank you to the whole community who made this happen! Open source ML truly takes a village🏡 arxiv.org/pdf/2402.02441…I am proud to present TopoX, a suite of packages that facilitate deep learning computations on topological spaces. Many thanks everyone who contributed to this effort @PyT_Team_ arxiv.org/pdf/2402.02441…
- We're back at it! So excited about the 2nd ever Topological Deep Learning Challenge🏆 This year's topic : lifting maps 🏹✨Very excited to announce the 2nd edition of the Topological Deep Learning Challenge, hosted at @icmlconf 2024 by @GRaM_workshop 🌐 Ready to go beyond the graph domain? Implement a topological lifting, and get published! 💫 Challenge website📢: pyt-team.github.io/packs/challeng…
- BREAKING NEWS The Royal Swedish Academy of Sciences has decided to award the 2024 #NobelPrize in Physics to John J. Hopfield and Geoffrey E. Hinton “for foundational discoveries and inventions that enable machine learning with artificial neural networks.”
- Replying to @mathildepapilloOur world is made up of geometric, algebraic, and topological structures. So are our data and so, now more than ever, are our models. Using the core elements of these structures, we break down the literature in an accessible way.🍰
- For those who may be interested, the recording is now available at youtu.be/N67GABKImZA. Thank you to the Geometric DL reading group for having me!Montreal friends! Join me at the Geometric DL reading group @Mila_Quebec tomorrow for a concise intro to Topological Deep Learning🍩 11am in room 6650📆Excited to (virtually) be back at my alma mater @mcgillu☺️ thanks @sekoumarkaba @ArnabMondal96 and Tara for organizing!
