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Ilyes Batatia

4 papers · 2022–2024 · 2 conferences · across top CS/AI conferences

Achievements

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🌍 Conference Polyglot (2) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (13)

Conferences

ICLR (2) NIPS (2)

Top co-authors

Christoph Ortner (3) Gabor Csanyi (3) Ivan Grega (1) Lars Leon Schaaf (1) Tess Smidt (1) Jose Munoz (1) Lior Silberman (1) David P Kovacs (1) Gregor Simm (1) Felix Andreas Faber (1)

Keywords

equivariant neural network (2) irreducible representations (1) group equivariance (1) message passing neural network (1) interatomic potential (1) force field (1) graph neural network (1) computational chemistry (1) reductive lie group (1) geometric deep learning (1) tensor product reduction (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 NIPS 2023 MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields NIPS 2022