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researcher

M. A. Nabian

20 papers hereh-index 161.7k citations35 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author7
  • middle author10

Across the 17 of 20 papers where every author was matched, so the position is known.

fields
  • cs.LG16
  • cond-mat.mtrl-sci1
  • cs.CE1
  • cs.RO1
  • physics.flu-dyn1

identity via Semantic Scholar / OpenAlex

activity
20172026
most citedEfficient training of physics-informed neural networks via importance sampling

326 citations · 749 across the 18 of their papers we have counts for

collaborators
Showing 2024Show all

2 papers · 1 filter

cs.LG2024★ 4 cited

X-MeshGraphNet: Scalable Multi-Scale Graph Neural Networks for Physics Simulation

Mohammad Amin Nabian, Chang Liu, Rishikesh Ranade +1

Graph Neural Networks (GNNs) have gained significant traction for simulating complex physical systems, with models like MeshGraphNet demonstrating strong performance on unstructure…

cs.LG2024★ 5 cited

Virtual Foundry Graphnet for Metal Sintering Deformation Prediction

Rachel, Chen, Juheon Lee +4

Metal Sintering is a necessary step for Metal Injection Molded parts and binder jet such as HP's metal 3D printer. The metal sintering process introduces large deformation varying…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.