Xuan Zhang @floatlazer
PhD student @TAMU. Working on AI for science. Previously @sjtu1896 and @ENSTAParis. floatlazer.github.io Joined January 2014-
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Our 500+ page AI4Science paper is finally published: Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems. Foundations and Trends® in Machine Learning, Vol. 18, No. 4, 385–912, 2025 nowpublishers.com/article/Detail…
(2/2) I'll be presenting GeoMPNN at the competition workshop this Saturday, 12/13, at 3:40 PM PST in West Meeting Room 208. GeoMPNN Team: @floatlazer @haiyangyu14 @ShuiwangJi
We recently developed GeoMPNN (arxiv.org/abs/2412.09399), a machine-learned simulator for airfoil flows. GeoMPNN is designed to generalize across different airfoil shapes and flow conditions and won best student solution at the NeurIPS 2024 ML4CFD Competition. (1/2)
Come chat with Jacob and me about SineNet and neural PDE solvers in Friday morning’s poster session!
Come chat with Jacob and me about SineNet and neural PDE solvers in Friday morning’s poster session!
This is a super interesting paper, proving once more how important residual connections are. In this case residuals are interpreted as small transformations over time, strongly improving the UNet idea for spatio-temporal problems! I learned a lot when reading this :)
This is a super interesting paper, proving once more how important residual connections are. In this case residuals are interpreted as small transformations over time, strongly improving the UNet idea for spatio-temporal problems! I learned a lot when reading this :)
Check out our #ICLR2024 paper, “SineNet: Learning Temporal Dynamics in Time-Dependent Partial Differential Equations” (openreview.net/forum?id=LSYhE…), where we improve the U-Net architecture for modeling time-evolving PDEs. (1/4)
We proudly present our 524 page book on equivariant convolutional networks. Coauthored by Patrick Forré, @erikverlinde and @wellingmax. maurice-weiler.gitlab.io/#cnn_book [1/N]

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