Nina Miolane 🦋 @ninamiolane.bsky.social (@ninamiolane) / X

Nina Miolane 🦋 @ninamiolane.bsky.social

2,141 posts

Nina Miolane 🦋 @ninamiolane.bsky.social

@ninamiolane

Assis. Prof. @ucsbece Prev @Stanford @Inria @imperialcollege @Polytechnique PI @geometric_intel gi.ece.ucsb.edu, @ninamiolane.bsky.social, Pilot

Santa Barbara, California, USA

Joined May 2013

Pinned
Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Jun 11, 2025
The era of artificial scientific intelligence is here. As algorithms generate discoveries at scale, what role remains for human scientists?🤔 Thanks @PLOSBiology for publishing my perspective @ai_ucsb @ucsbece @UCSBengineering @ucsantabarbara !
journals.plos.org
The fifth era of science: Artificial scientific intelligence
Can AI become a true scientist? This Perspective explores how new technologies are reshaping scientific discovery, and why human expertise remains essential as we enter a new era of research powered...
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Oct 22, 2025
I am recruiting PhD students for 2026!😃 You want to reveal the geometric signatures of natural and artificial intelligence, and understand computations in brains and AI? 🌐🧠🤖 Apply to the UCSB Geometric Intelligence Lab ✨ This is the view you'd have from... your desk🌴
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Nov 7, 2023
I am recruiting PhD students for 2024!😃 You want to reveal the geometric signatures of natural and artificial intelligence, and crack the neural code? 🌐🧠🤖 Apply to the UCSB Geometric Intelligence Lab✨ This is the view you'd have from... well, your desk🌴
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Jul 15, 2024
Data often exhibit non-Euclidean structure: From the curvature of space-time🌐, to topologically complex interactions between neurons🍩, to algebraic transformations describing symmetries in physical systems💎. How can ML/AI best process this data? Check out our new review!
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Oct 24, 2024
I am recruiting PhD students for 2025!😃 You want to reveal the geometric signatures of natural and artificial intelligence, and unlock the mysteries of the brain?🤖🧠 Apply to the UCSB Geometric Intelligence Lab✨ This is the view you'd have from... well, your desk🌴
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Jul 22, 2024
Interested in topological deep learning #icml24 ? Join tomorrow's poster session to discuss the position paper: 🤖Topological Deep Learning is the New Frontier for Relational Learning 🍩 Led by @theopapamarkou with an amazing team of co-authors 🌟
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Apr 24, 2023
What do convolutional neural networks, graph neural networks, simplicial neural networks have in common? They are particular instances of combinatorial complexes neural networks (CCNNs)! 👉New paper proposing an exciting unifying approach! #TopologicalDeepLearning
Mustafa Hajij
@HajijMustafa
Apr 21, 2023
Excited to share our paper on Topological Deep Learning, now available online: researchgate.net/publication/37…. Our work builds the subject from the ground up, both theoretically and practically, and opens up a new area of research. Thanks to all the co-authors! #TopologicalDeepLearning
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Feb 20, 2024
Want to code your 1st topological neural net, and leverage higher-order structure from your dataset?🍩🤖 Try #TopoX, a suite of 3 Python packages for machine learning and deep learning on hypergraphs, simplicial, cellular, path and combinatorial complexes🌟 @PyT_Team_
Mathilde Papillon🦋 mathildepapillon .bsky .social
@mathildepapillo
Feb 6, 2024
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…
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Nov 22, 2023
🌐Information geometry (IG) uses differential geometry to study probability theory, statistics, & machine learning. IG explores statistical manifolds whose points are to probability distributions. You want to use it for your research? We have implemented it in Python @geomstats
Antoine Collas
@AntoineCollas
Nov 21, 2023
☀️New paper alert: “Parametric information geometry with the package Geomstats” Work done with Alice Le Brigant, @jujuzor, and @ninamiolane. ACM Transactions on Mathematical Software: dl.acm.org/doi/10.1145/36… Github: github.com/geomstats/geom…
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Jan 17, 2024
I am recruiting postdocs for 2024!😃 3 fellowships available: 🌐Geometric and Topological Deep Learning 🧠Foundation Models for Neuroscience ⚕️AI for Women’s Brain Health. Interested? Apply here! tinyurl.com/mtwf3tuu This is how our campus looks like in the winter🌴😜
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Nina Miolane 🦋 @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?🤖 Apply to the UCSB Real AI Initiative! Deadline: Sept 15 Competitive salary Prime location for your future office 🌊 @YaoQin_UCSB @HaewonJeong00 @UofCalifornia
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Nov 14, 2023
We are thrilled to receive this grant to work on the Lie group theory of vision systems! Thanks to the exceptional leadership of @cashewmake2 & @naturecomputes , we will collaborate with Bruno Olshausen and Stella Yu to reveal the geometric signatures of intelligence in vision.
Geometric Intelligence Lab
@geometric_intel
Nov 14, 2023
📣 The Geometric Intelligence lab receives a 1.2M$ NSF Grant to work on Lie Group Representation Learning for Vision Lead by lab members Christian Shewmake and Sophia Sanborn, the grant will support research on vision models that incorporate hierarchical learnable symmetries
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Jun 17, 2023
Landed in Vancouver! If you are at #CVPR23, let's chat about topology🍩 & geometry🌐? At 9am at the @TAGinDS workshop tomorrow (East 16), I'll present our survey of topological neural nets w/ @mathildepapillo @naturecomputes @HajijMustafa to show how to process relational data🖇️
TAGinDS
@TAGinDS
Jun 17, 2023
We look forward to seeing you tomorrow at the workshop on Topology, Algebra, and Geometry in Pattern Recognition with Applications @CVPR! We have two fantastic keynotes, spotlight talks, and a community building oriented panel for the Geometry Track of CVPR! Check out the lineup!
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Nina Miolane 🦋 @ninamiolane.bsky.social
@ninamiolane
Sep 10, 2024
What is the geometry of data? 🤖The geometry of weights in deep learning? 🧠The geometry of activations in neural networks? Differential geometry can describe and quantify these structures. Want to use it for your research? 🌐Discover Geomstats!
geomstats
@geomstats
Sep 10, 2024
Geomstats 2.8.0 is out: Discover differential geometry for learning in Python! 🌐 30+ manifolds 🌐 Connections & Riemannian metrics: geodesics, exp & log maps, parallel transport, curvatures 🌐 Lie groups, fiber bundles, quotient spaces, stratified spaces github.com/geomstats/geom…
GitHub - geomstats/geomstats: Computations and statistics on manifolds with geometric structures.
From github.com
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