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 @NeurIPSConf !. #TopologicalDeepLearning #TQFT #TDL #GNN #TNN. 📷

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

Topological deep learning TDL leverages the power of neural networks and topology to analyze complex data across all modalities - from images and text to graphs and point clouds. #deeplearning #topology #TopologicalDeepLearning

Within 2025, I will be hiring several PhD candidates and Postdoctoral researchers @ICComputing to work on various aspects of #TopologicalDeepLearning (#TDL). Posts are attached. The postdoc positions are also available to apply under:. #CVPR #CVML #AI #ML

Graphs & geometric deep learning are cool, but what's next? Our latest work leverages topology to model higher order relationships beyond graphs, covering domains like meshes, sets & their mixtures naturally. Learn more: #TopologicalDeepLearning #TDL

Topological deep learning is unlocking new possibilities in physics and biotechnology, from predicting material properties to analyzing complex biomolecules. Exciting times ahead for the intersection of math and science! #topologicaldeeplearning

Topological deep learning (TDL) is a new frontier in deep learning with immense possibilities. Check out our new position paper on TDL . @theopapamarkou @ghadazamzmi @ninamiolane @tolga_birdal @mmbronstein @PetarV_93 . #TopologicalDeepLearning

Our framework on Topological Deep Learning (TDL) offers a blue print that supports building arbitrary TDL architectures. Stay tuned for our TDL Python packages! . #TDL #TopologicalDeepLearning

Our new topological, diffusion-bridge based graph generation framework, HOG-Diff [, leverages higher-order information as a guide to progressively generate plausible graphs thru a coarse-to-fine curriculum. #TDL #TopologicalDeepLearning #GenAI #ML #AI 👇

We position #TopologicalDeepLearning as an exciting research frontier, unveil open problems with a potential to transform #AI / #ML landscape, especially for irregular domains. I warmly invite the research community to join our quest:

Curious about the future directions in (3D) computer vision? Join us at the 1st Workshop on #TopologicalDeepLearning for Computer Vision: (held in conjunction with #CVPR2024) in order to discover pioneering methods for representing relational data. @CVPR

"Attending to Topological Spaces: The Cellular Transformer" by @rballeba, @mathildepapillo, @ClaBat9 , @ninamiolane, @tolga_birdal, @carlescasac, @SergioEscalera_ , @HajijMustafa et al. Paper: #machinelarning #topologicaldeeplearning

Excited to share our paper on Topological Deep Learning, now available online: 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.

Topological Deep Learning for Computer Vision is happening this afternoon at #CVPR2024: Join us for fresh perspectives! We will introduce the field and delve deeper thanks to our great line-up of experts. #TDL #TopologicalDeepLearning #TDL4CV @CVPR

What are the applications of topological deep learning ? read out our drug side effect prediction document : .#polypharmacy #TDL #TopologicalDeepLearning @ninamiolane @ghadazamzmi .

#TopoBenchmarkX: A #ModularOpenSourceLibrary Designed to Standardize Benchmarking & Accelerate Research in #TopologicalDeepLearning . #TDL #OpenSource.

⏰The wait is nearly over!. 🤖Join us on Sunday morning for #GRAIL2024, to learn about the advancements in #geometricdeeplearning, #graphneuralnetworks, #topologicaldeeplearning and #AI for #healthcare. 6th Oct. 2024.08:00-12:30 CET/GMT+1.Palmeraie Conference Center.Room Borj 8

If you like this kind of #TopologicalDeepLearning / #TDL research, also check out our research group's website:. 👉 Thanks for reading!. 🧵7/7.

Our work "Data-Centric AI Requires Rethinking Data Notion" has been accepted as an oral presentation to NeurIPS Data-Centric AI Workshop #DataCentricAI.#TopologicalDeepLearning.#DeepLearning.#NeurIPS.

📢 Just released! Discover the exciting results of the ICML 2023 Topological Deep Learning Challenge. 🧠 This paper outlines the challenge design and summarizes its key findings. Find out more here ▶️ #machinelearning #topologicaldeeplearning #ICML2023.