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Exphormer: Scaling transformers for graph-structured data

blog.research.google · published 23 January 2024

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https://en.wikipedia.org/wiki/Graph_(discrete_mathematics
en.wikipedia.org
A Gentle Introduction to Graph Neural Networks Read at the source ↗
distill.pub
https://wandb.ai/graph-neural-networks/spatial/reports/An-Introduction-to-Message-Passing-Graph-Neural-Networks--VmlldzoyMDI2NTg2
wandb.ai
https://arxiv.org/abs/2012.09699
arxiv.org
https://en.wikipedia.org/wiki/Transformer_(machine-learning_model
en.wikipedia.org
https://towardsdatascience.com/graph-ml-in-2022-where-are-we-now-f7f8242599e0
towardsdatascience.com
https://dl.acm.org/doi/10.1145/3530811
dl.acm.org
https://arxiv.org/abs/2303.06147
arxiv.org
https://icml.cc/Conferences/2023/Dates
icml.cc
https://en.wikipedia.org/wiki/Spectral_graph_theory
en.wikipedia.org
https://github.com/hamed1375/Exphormer
github.com
https://en.wikipedia.org/wiki/Expander_graph
en.wikipedia.org
https://en.wikipedia.org/wiki/Adjacency_matrix
en.wikipedia.org
https://en.wikipedia.org/wiki/Ramanujan_graph
en.wikipedia.org
https://arxiv.org/abs/cs/0405020
arxiv.org
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg495FZQZ12yMiNhU8C7XUKEJ88H5_v2PPrzhwcDOVnSaVEtdCXaL7py-LzwZZkybKwIaePLHKpdmD6qALfskdjeaA8ML9QYHMwWkxz2ZnhWYqoV1PpnNgbRRfm0pSVYJVrtUpONyyF5PfswJ_QoxD-9vI9F3rF6VQbIRDDIbgvOFc35vTEF9uxizKNpli9/s843/image1.gif
blogger.googleusercontent.com
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiS7VdL6OcWCmXd-wTtx-qs_nA7qTYZFJOTHS7RZNS3Io_w4km3NM4opPsQBXu1u50KjDA43CsG0hoi1l7I9gq_KGBMvwKEjlWQKBzCeytLQHujF-4K4r9E4F4Q0APvw7le4twjGbDyEiVfEzhbsovhzk2_g4Xd4jwCo66HW7xbnLvm3WPBsHaoq-hDAYX8/s800/image1.gif
blogger.googleusercontent.com
https://arxiv.org/abs/1912.10077
arxiv.org
https://arxiv.org/abs/2006.04862
arxiv.org
https://blog.research.google/2021/03/constructing-transformers-for-longer.html
blog.research.google
https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model
en.wikipedia.org
https://github.com/rampasek/GraphGPS
github.com
https://arxiv.org/abs/2205.12454
arxiv.org
https://arxiv.org/abs/1811.05868
arxiv.org
https://ogb.stanford.edu/docs/nodeprop/
ogb.stanford.edu
https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi-HJWH6mqX6N9ytZPbz6wawfMLzF2ey50Ot2BcowvPbQ3FaNwhlEZ3htvDbhq1C6ckLykf0yk3A1sIG0aPGaT8G_aSLj_A-AOfl8NIZdygdkn0C26RzZS9d-9KjyP1f_Zy7suN-iqvYR4zSCgqCXrhP8hVIirUgi6VGEBGx9I_AZikzc_ACKskBMBMPoSw/s1600/ExphormerPerformance.png
blogger.googleusercontent.com
https://arxiv.org/abs/2206.08164
arxiv.org
https://icml.cc/virtual/2023/poster/23782
icml.cc