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Gerhard Neumann — most-cited papers & profile · AI for Science
← authors
·
overview
Gerhard Neumann
38
papers ·
347
citations ·
43
h-index
Karlsruhe Institute of Technology
Google Scholar ↗
Semantic Scholar ↗
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Most-cited papers
Physics-informed MeshGraphNets (PI-MGNs): Neural finite element solvers for non-stationary and nonlinear simulations on arbitrary meshes
2024 · 14 citations
MaNGO - Adaptable Graph Network Simulators via Meta-Learning
2025
Learning Boltzmann Generators via Constrained Mass Transport
2025
Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanics
2025
Top co-authors
Niklas Freymuth
· 3
Denis Blessing
· 2
Luise K\"arger
· 2
Tobias W\"urth
· 2
Christopher von Klitzing
· 1
Clemens Zimmerling
· 1
Henrik Schopmans
· 1
Pascal Friederich
· 1
Philipp Dahlinger
· 1
Tai Hoang
· 1
Topics
Materials
Physics ML
Chemistry
Protein Science
Drug Discovery
Math & Equations