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Want to know the relationship between tensor categories and topological neural networks #TNNs ? Come to my talk this morning @neur_repsin Ballroom A/B at NeurIPS Conference ! #TopologicalDeepLearning #TQFT #TDL #GNN #TNN 📷

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 arxiv.org/pdf/2402.02441…

TopoX arxiv article is now online!

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…

#TopoX is an exciting, on-going collaborative effort, with Mathilde Papillon🦋 mathildepapillon .bsky .social Mustafa Hajij @ICLR 2025 Lev Telyatnikov Theodore Papamarkou Ghada Zamzmi Tolga Birdal Claudio Battiloro 🦋 @clabat9.bsky.social Shreyas Samaga simone fiorellino Rubén Ballester Olga Zaghen Luca Scofano Indro Spinelli Sergio Escalera Paul Rosen , and many

We started releasing the first chapters of our Geometric Deep Learning book and the accompanying slides from the corresponding Oxford and Cambridge courses.

Mathematicians are using topological abstractions to find places poorly served by polling stations. via Quanta Magazine wired.trib.al/BD0WkY7

Dive into vibrant campus life while pursuing our BS & BS-MS Programs. Embark on an exciting journey by applying for the IISER Aptitude Test 2024. For more details, visit iiseradmission.in IISER Bhopal IISER Pune IISER Tirupati IISER Kolkata IISER Thiruvananthapuram IISER Mohali IISER Berhampur

Absolutely biblical skies in Tasmania at 4am this morning. I’m leaving today and knew I could not pass up this opportunity for such a large solar storm. Here’s the image. I actually had to de-saturate the colours. Clouds glowing red. Insane. Shot on Nikon. Rt appreciated

❓How expressive is persistent homology (PH)? ❓Can such #topology-based learning methods be as effective as message-passing neural networks in graph #MachineLearning tasks?  ➡️We (Rubén Ballester, YT) explore this question in our updated preprint. arxiv.org/abs/2302.09826 🧵1/n

can AI do research-level mathematics? make conjectures? prove theorems? there’s a moving frontier between what can and cannot be done with LLMs. that boundary just shifted a little. this is my experience with AI proving a new theorem. 1/

Our new featured LoG2024 Meetup will be held in New Delhi, India. Dates: 26 Nov. Website: sites.google.com/view/log2024de… The call for local meetup is still open. Do not hesitate to send us your proposal!

(1/7) Topological machine learning is a fascinating field that promises to harness the higher-order interactions encountered in complex systems, enabling new horizons to be explored and older ones to be revisited. However, in order to drive this progress, there is a critical need

🚨 New Faculty Position in AI & Data Science at University at Albany (open-rank) 🚨 Albany has a great number of excellent TDA researchers, so if you are interested in #topology and #MachineLearning, check this position out! albany.interviewexchange.com/jobofferdetail…

📢 New Paper Alert! 🚀 Excited to share our latest work, "Ordered Topological Deep Learning: a Network Modeling Case Study", which shows the first state-of-the-art TDL application to a real-world scenario! 📄arxiv.org/pdf/2503.16746 A thread 🧵👇 (1/5)

Very proud of this work which started as a whiteboard discussion after my defense last year!

🚨 RSS Demo Paper Alert! Amazon needs to manipulate millions of items daily—demanding robust policies that handle (1) diverse objects in cluttered warehouses, (2) adapt across robotic embodiments, and (3) deliver high performance across thousands of sites with varying layouts.

We demo’d Amazon grasp model at RSS this year. We performed over 600 grasps over one day at roughly 80-90% SR 1. On an open item set (people gave random often adversarial items), 2. In a random scene fully outdoor throughout the day 3. On a new embodiment (different from