#topologicaldeeplearning search results
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: arxiv.org/abs/2206.00606 #TopologicalDeepLearning #TDL
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
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
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 📷
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 arxiv.org/pdf/2402.08871… @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
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
"Attending to Topological Spaces: The Cellular Transformer" by @rballeba, @mathildepapillo, @ClaBat9 , @ninamiolane, @tolga_birdal, @carlescasac, @SergioEscalera_ , @HajijMustafa et al. Paper: arxiv.org/abs/2405.14094 #machinelarning #topologicaldeeplearning
Curious about the future directions in (3D) computer vision? Join us at the 1st Workshop on #TopologicalDeepLearning for Computer Vision: tdl4cv.github.io (held in conjunction with #CVPR2024) in order to discover pioneering methods for representing relational data. @CVPR
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: arxiv.org/abs/2402.08871.
Our new topological, diffusion-bridge based graph generation framework, HOG-Diff [arxiv.org/abs/2502.04308], leverages higher-order information as a guide to progressively generate plausible graphs thru a coarse-to-fine curriculum. #TDL #TopologicalDeepLearning #GenAI #ML #AI 👇
![tolga_birdal's tweet image. Our new topological, diffusion-bridge based graph generation framework, HOG-Diff [arxiv.org/abs/2502.04308], leverages higher-order information as a guide to progressively generate plausible graphs thru a coarse-to-fine curriculum. #TDL #TopologicalDeepLearning #GenAI #ML #AI 👇](https://pbs.twimg.com/media/GjW1ZvcXMAA9vRU.jpg)
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: imperial.ac.uk/jobs/search-jo… #CVPR #CVML #AI #ML
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
What are the applications of topological deep learning ? read out our drug side effect prediction document : #polypharmacy #TDL #TopologicalDeepLearning @ninamiolane @ghadazamzmi patents.google.com/patent/US20230…
Topological Deep Learning for Computer Vision is happening this afternoon at #CVPR2024: tdl4cv.github.io. 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
Just a quick reminder to check out my Ph.D. thesis if you are looking for a comprehensive introduction to Topological Deep learning through the lens of signal processing 🎼 ➡ theses.eurasip.org/theses/974/sig… #TopologicalDeepLearning #GeometricDeepLearning
If you like this kind of #TopologicalDeepLearning / #TDL research, also check out our research group's website: 👉 aidos.group Thanks for reading! 🧵7/7
📢 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 ▶️ bit.ly/3tfotc8 #machinelearning #topologicaldeeplearning #ICML2023
Our work "Data-Centric AI Requires Rethinking Data Notion" has been accepted as an oral presentation to NeurIPS Data-Centric AI Workshop datacentricai.org arxiv.org/abs/2110.02491 #DataCentricAI #TopologicalDeepLearning #DeepLearning #NeurIPS
If you like this kind of #TopologicalDeepLearning / #TDL research, also check out our research group's website: 👉 aidos.group Thanks for reading! 🧵7/7
Generative topological deep learning is an exciting new area of research with opportunities in applications in biology and chemistry. Interested? I highly recommend this new paper on Gen models on cell complexes @tolga_birdal #TDL #TopologicalDeepLearning #GenAI
Our new topological, diffusion-bridge based graph generation framework, HOG-Diff [arxiv.org/abs/2502.04308], leverages higher-order information as a guide to progressively generate plausible graphs thru a coarse-to-fine curriculum. #TDL #TopologicalDeepLearning #GenAI #ML #AI 👇
Our new topological, diffusion-bridge based graph generation framework, HOG-Diff [arxiv.org/abs/2502.04308], leverages higher-order information as a guide to progressively generate plausible graphs thru a coarse-to-fine curriculum. #TDL #TopologicalDeepLearning #GenAI #ML #AI 👇
🛠️ Resources: 1. ICLR Paper: openreview.net/pdf?id=Ax3uliE… 2. Code: github.com/NSAPH-Projects… Looking forward to connecting with old friends and meeting new ones at ICLR 2025 in Singapore! 🇸🇬 See you there! #TDL #Equivariance #TopologicalDeepLearning #AI #GNN #Teamwork #ICLR2025
Great opportunity if you are interested in topological deep learning applications to computer vision. #TDL #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: imperial.ac.uk/jobs/search-jo… #CVPR #CVML #AI #ML
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: imperial.ac.uk/jobs/search-jo… #CVPR #CVML #AI #ML
Just a quick reminder to check out my Ph.D. thesis if you are looking for a comprehensive introduction to Topological Deep learning through the lens of signal processing 🎼 ➡ theses.eurasip.org/theses/974/sig… #TopologicalDeepLearning #GeometricDeepLearning
Bayes + TDL 😍 Thrilled with this achievement! Huge thanks to my incredible team @ClaBat9 @GDasoulas. This was one fun and well-organized competition! 🚀 #TeamWork #TopologicalDeepLearning
This is a cool intuition of @mauriciogtec that for the first time tought about giving some Bayesian flavour to Topological Deep Learning 🎲 Team: @mauriciogtec @ClaBat9 @GDasoulas
Topological Deep Learning for Computer Vision is happening this afternoon at #CVPR2024: tdl4cv.github.io. 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
Introducing TopoBenchmarkX, an open-source library streamlining Topological Deep Learning research. It transforms graph data into richer topological representations, facilitating comprehensive model evaluations. Learn more at ift.tt/Sdltrph. #TopologicalDeepLearning
marktechpost.com
TopoBenchmarkX: A Modular Open-Source Library Designed to Standardize Benchmarking and Accelerate...
TopoBenchmarkX: A Modular Open-Source Library Designed to Standardize Benchmarking and Accelerate Research in Topological Deep Learning (TDL)
Curious about the future directions in (3D) computer vision? Join us at the 1st Workshop on #TopologicalDeepLearning for Computer Vision: tdl4cv.github.io (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: arxiv.org/abs/2405.14094 #machinelarning #topologicaldeeplearning
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: arxiv.org/abs/2402.08871.
Topological deep learning (TDL) is a new frontier in deep learning with immense possibilities. Check out our new position paper on TDL arxiv.org/pdf/2402.08871… @theopapamarkou @ghadazamzmi @ninamiolane @tolga_birdal @mmbronstein @PetarV_93 #TopologicalDeepLearning
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 📷
📢 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 ▶️ bit.ly/3tfotc8 #machinelearning #topologicaldeeplearning #ICML2023
What are the applications of topological deep learning ? read out our drug side effect prediction document : #polypharmacy #TDL #TopologicalDeepLearning @ninamiolane @ghadazamzmi patents.google.com/patent/US20230…
Wow. Putting a safe injection site next to a seniors building. What the frack @lilyCheng are you thinking? #TopologicalDeepLearning
The City is attempting to force a de facto drug injection site on the front lawn of a North York seniors’ complex. When myself and other mayoral candidates showed up at an info session after being invited by community members, we were denied entry by City staff and @LilyCheng.
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
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
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
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 📷
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: arxiv.org/abs/2206.00606 #TopologicalDeepLearning #TDL
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
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
Topological deep learning (TDL) is a new frontier in deep learning with immense possibilities. Check out our new position paper on TDL arxiv.org/pdf/2402.08871… @theopapamarkou @ghadazamzmi @ninamiolane @tolga_birdal @mmbronstein @PetarV_93 #TopologicalDeepLearning
Curious about the future directions in (3D) computer vision? Join us at the 1st Workshop on #TopologicalDeepLearning for Computer Vision: tdl4cv.github.io (held in conjunction with #CVPR2024) in order to discover pioneering methods for representing relational data. @CVPR
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: arxiv.org/abs/2402.08871.
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: imperial.ac.uk/jobs/search-jo… #CVPR #CVML #AI #ML
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
Our new topological, diffusion-bridge based graph generation framework, HOG-Diff [arxiv.org/abs/2502.04308], leverages higher-order information as a guide to progressively generate plausible graphs thru a coarse-to-fine curriculum. #TDL #TopologicalDeepLearning #GenAI #ML #AI 👇
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
"Attending to Topological Spaces: The Cellular Transformer" by @rballeba, @mathildepapillo, @ClaBat9 , @ninamiolane, @tolga_birdal, @carlescasac, @SergioEscalera_ , @HajijMustafa et al. Paper: arxiv.org/abs/2405.14094 #machinelarning #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
Topological Deep Learning for Computer Vision is happening this afternoon at #CVPR2024: tdl4cv.github.io. 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 patents.google.com/patent/US20230…
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