Neural Network Potentials
Post 18: Reading the Foundational Papers — Behler-Parrinello, SchNet, NequIP
Module 6 · Neural Network Potentials Three papers, fifteen years apart, that defined the field. A guided reading of what each one actually con…
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Neural Network Potentials
Post 17: Invariance vs Equivariance — Why MACE Beats SchNet for Materials
Module 6 · Neural Network Potentials The single architectural distinction that separates 2017-era neural network potentials from today's s…
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Neural Network Potentials
Post 16: From Force Fields to Neural Network Potentials — The AI Hierarchy
Module 6 · Neural Network Potentials Before diving into MACE and NequIP, understand the full ladder of methods that compute energies and force…
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My name is Dr Abderrahmane Reggad. I'm a 54 year old and I am a researcher in materials' sciences.
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