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researcher

Marc L. Descoteaux

8 papers hereh-index 8209 citations14 works total

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

author position
  • middle author4

Across the 4 of 8 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • physics.comp-ph3
  • cond-mat.mtrl-sci1
  • physics.chem-ph1

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedHigh-performance training and inference for deep equivariant interatomic potentials

11 citations · 15 across the 5 of their papers we have counts for

collaborators
Showing cs.LGShow all

3 papers · 1 filter

cs.LG2026

BranchIP: Learning Adaptive Equivariant Computation for Interatomic Potentials

Laura Zichi, Gil Harari, Chuin Wei Tan +6

Equivariant machine learning interatomic potentials (MLIPs) have revolutionized atomistic modeling, but accurate treatment of complex materials and molecular systems demands expens…

cs.LG2026

Beyond Adam: SOAP and Muon for Faster, Label-Efficient Training of Machine Learning Interatomic Potentials

Gil Harari, Yoel Zimmermann, Ola Tangen Kulseng +4

Machine learning interatomic potentials (MLIPs) have become a hallmark of AI for scientific simulation. While efforts on new architectures and datasets have led to increasingly acc…

cs.LG2025

HARDMath2: A Benchmark for Applied Mathematics Built by Students as Part of a Graduate Class

James V. Roggeveen, Erik Y. Wang, Will Flintoft +42

Large language models (LLMs) have shown remarkable progress in mathematical problem-solving, but evaluation has largely focused on problems that have exact analytical solutions or…

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