Ilyes Batatia
4 papers · 2022–2024 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Interdisciplinary Bridge ยท Bronze
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Keywords
equivariant neural network
(4)
graph neural network
(3)
message passing neural network
(2)
group equivariance
(1)
interatomic potential
(1)
force field
(1)
non-local interaction
(1)
computational chemistry
(1)
reductive lie group
(1)
tensor product reduction
(1)
quantum system
(1)
matrix function
(1)
elasticity tensor
(1)
lattice metamaterial
(1)
geometric deep learning
(1)
finite element modelling
(1)
irreducible representations
(1)
surrogate model
(1)
Papers
Energy-conserving equivariant GNN for elasticity of lattice architected metamaterials
ICLR 2024
Equivariant Matrix Function Neural Networks
ICLR 2024
A General Framework for Equivariant Neural Networks on Reductive Lie Groups
NeurIPS 2023
MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields
NeurIPS 2022