2022-07-29 02:58:18
Geometric DL News: 200M proteins in AlphaFold DB, Euclidean nets, Italian GDL Summer School, DiffusersThis week brought us a bunch of news and new materials:
- DeepMind announced expanding the AlphaFold DB to 200 million protein structures. Celebrating 1Y anniversary since the release of groundbreaking AlphaFold 2, DeepMind mentions a huge success of the system among scientists all over the world - more than 500.000 researchers from 190 countries have accesses AlphaFold predictions - and sketches further plans to apply the outcomes in other areas such as drug discovery, fusion, and climate change
- Mario Geiger (MIT) and Tess Smidt (MIT) released an updated version of the writeup on e3nn - the most popular Python library to build Euclidean Neural Networks, a basis for many new cool works like Steerable GNNs and SE(3)-Transformers. The writeup includes simple intuitions behind spherical harmonics, tensor product, irreducible representations, and other key building blocks - if you work on equivariant architectures, you probably do that with e3nn
- First Italian School on Geometric Deep Learning releases all slides and Colab Notebooks on equivariance, topology, differential geometry and other topics covered by top speakers including Michael Bronstein, Cristian Bodnar, Maurice Weiler, Pim de Haan, and Francesco Di Giovanni.
- Following the hottest 2022 trend, HuggingFace aims to tame the wilds of diffusion models and releases Diffusers , a single library to build and train diffusion models of all modalities - image generation, text generation, and, of course, graph generation! The PR with GeoDiff, a SOTA molecule generation model from ICLR 2022, is already prepared
3.6K viewsVlad Lialin, 23:58
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