Geometric Intelligence Lab @geometric_intel
Research lab at @UCSBEngineering revealing the geometric signatures of natural and artificial intelligence | PI: @ninamiolane gi.ece.ucsb.edu Santa Barbara Joined September 2021-
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Thrilled to see the momentum behind NeurReps this year😼! If you’re into symmetry, geometry, and neural representations, here’s a great way to get involved ✨
Thrilled to see the momentum behind NeurReps this year😼! If you’re into symmetry, geometry, and neural representations, here’s a great way to get involved ✨
Diving into topological deep learning? Check out TopoBench — a unified framework for rigorous benchmarking of TDL models. Pleased to share it has been accepted to DMLR! Code & paper: geometric-intelligence.github.io/TopoBench/
Diving into topological deep learning? Check out TopoBench — a unified framework for rigorous benchmarking of TDL models. Pleased to share it has been accepted to DMLR! Code & paper: geometric-intelligence.github.io/TopoBench/
We can’t wait to see what the community builds with TopoBench! Star our repo, read the paper, and bring reproducibility to your TDL research. Contributions and feedback are welcome! #OpenSource #Python #AcademicTwitter
This was a massive team effort! 🤝 Developed & led by @lev_telyatnikov, @gbg1441, @theopapamarkou. With major contributions from Marco Montagna, @HajijMustafa, @ghadazamzmi, Michael T. Schaub, @ninamiolane, & @s_scardapane, and many others!
For a deep dive into our framework for reproducible benchmarking, our methodology, and key findings, check out the full paper. 📜 Paper: geometric-intelligence.github.io/TopoBench/docs… #MachineLearning #GNN #DataScience
Curious about topological liftings? TopoBench lets you experiment with them on your own data! We’ve included 20+ liftings from last year’s TDL Challenge @TAGinDS, @PyT_Team_. Explore them all in our Wiki: github.com/geometric-inte… #TDA
Struggling with reproducible benchmarks in TDL? We’ve got you covered. ✅ 12+ models tested on 22 diverse, cross-domain datasets 🧠 Tutorials to get you started with topology & higher-order homophily Webpage/Docs: github.com/geometric-inte…
Cutting-edge AI4Science research with the ocean at your doorstep? I'm interested👓🥼 At UCSB, we build AI methods that accelerate discovery — from neuroscience to physics to healthcare. Join @ai_ucsb and help shape the future of AI4Science!
Cutting-edge AI4Science research with the ocean at your doorstep? I'm interested👓🥼 At UCSB, we build AI methods that accelerate discovery — from neuroscience to physics to healthcare. Join @ai_ucsb and help shape the future of AI4Science!
We are recruiting postdocs @ai_ucsb ! w @YaoQin_UCSB @HaewonJeong00 You want to lead the future of AI4Science? Apply to UCSB Real AI For Science Initiative🌟 Deadline: Sept 15, 2025. Competitive salary. This is the view you'll have from... your desk! By @AdeleMyersPhD
Discover our research: ai.ece.ucsb.edu/publications Apply: Send CV + coverletter 📩to [email protected] 🕐by Sept 15, 2025 to receive full consideration. We hope to hear from you! @ucsantabarbara @ucsbcs @ucsbece @UCSBengineering @geometric_intel @HaewonJeong00 @YaoQin_UCSB
Our research is collaborative at heart: We work with neuroscientists, physicists, and healthcare professionals to design principled AI that is tailored to data-scarce scientific fields. You’ll join a vibrant AI community on the golden Californian coast @UofCalifornia 🌴
‼️‼️ DEADLINE EXTENDED ‼️‼️ We are extending the NeurReps submission deadline to next Friday, August 29, 11:59 pm AOE. Follow these instructions to get your papers in: neurreps.org/call-for-papers Best paper in each category will receive a $500 cash prize 🏆
From the lab to the airwaves 🎙️: Our PI @ninamiolane joined Anita Okorie on Mind Over Matter for a fascinating conversation on geometric AI, brain complexity, and how neuroimaging is helping to understand neurodegenerative disease. 🎧 Listen here: tinyurl.com/mryct7h9
From the lab to the airwaves 🎙️: Our PI @ninamiolane joined Anita Okorie on Mind Over Matter for a fascinating conversation on geometric AI, brain complexity, and how neuroimaging is helping to understand neurodegenerative disease. 🎧 Listen here: tinyurl.com/mryct7h9 https://t.co/GtWaAZ7Ylb
Our illustrated guide to non-Euclidian ML is finally published! Check it out for ⭐️ gorgeous figures (with new additions!) on topology, algebra, and geometry in the field ⭐️ broken down tables for easy reading ⭐️ accessible text, additional refs, and more iopscience.iop.org/article/10.108…
This review is a total banger! 🔥 The figures really connect the dots (and edges, and faces 😅). Couldn’t be luckier to have this guide in hand before starting my PhD! 🥳
This review is a total banger! 🔥 The figures really connect the dots (and edges, and faces 😅). Couldn’t be luckier to have this guide in hand before starting my PhD! 🥳
It was a lot of fun to contribute to this beautiful perspective. Congratz @mathildepapillo and the team!
It was a lot of fun to contribute to this beautiful perspective. Congratz @mathildepapillo and the team!
Thrilled to see our illustrated guide to non-Euclidean ML officially out! Beautiful figures, clear breakdowns, and tons of context. Grateful to be a co–first author on this 🎇🎆
Thrilled to see our illustrated guide to non-Euclidean ML officially out! Beautiful figures, clear breakdowns, and tons of context. Grateful to be a co–first author on this 🎇🎆
In the 20th century, non-Euclidean geometry transformed how we model the world with pen&paper. Now, it disrupts how we model the world w machines👇 @mathildepapillo @naturecomputes @johmathe @louisacornelis @AbbyBertics Buracas @hansenlillemark @cashewmake2 @fatihdin4en Pennec
In the 20th century, non-Euclidean geometry transformed how we model the world with pen&paper. Now, it disrupts how we model the world w machines👇 @mathildepapillo @naturecomputes @johmathe @louisacornelis @AbbyBertics Buracas @hansenlillemark @cashewmake2 @fatihdin4en Pennec
📢 Reminder! The submission deadline for NeurReps 2025 is Friday, August 22 ‼️ Come join us in San Diego! 🏄 Submit your work on how mathematical structure shapes computation in the brain and in AI systems: neurreps.org/call-for-papers
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