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Matthias Busch

6 papers hereh-index 323 citations10 works total

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

author position
  • first author3
  • middle author3

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG4
  • cs.AI1
  • physics.comp-ph1
same name
  • Matthias Busch — 1 paper, h 2

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedAutomating modeling in mechanics: LLMs as designers of physics-constrained neural networks for constitutive modeling of materials

1 citations · 2 across the 5 of their papers we have counts for

collaborators
Showing 2026Show all

3 papers · 1 filter

cs.AI2026

Molecular Déjà Vu: Digit-Level Retrieval of Molecular Properties in Frontier Language Models

Matthias Busch, Marius Tacke, Sviatlana V. Lamaka +4

Large language models (LLMs) are increasingly employed to predict molecular properties. However, prediction error alone cannot distinguish prediction from retrieval of published va…

cs.LG2026

LLM-driven design of physics-constrained constitutive models: two agents are better than one

Marius Tacke, Matthias Busch, Kian Abdolazizi +4

Developing constitutive models that capture how materials deform under load traditionally requires years of specialized expertise in continuum mechanics, machine learning, and scie…

cs.LG2026★ 1 cited

In-Context Molecular Property Prediction with LLMs: A Blinding Study on Memorization and Knowledge Conflicts

Matthias Busch, Marius Tacke, Sviatlana V. Lamaka +4

The capabilities of large language models (LLMs) have expanded beyond natural language processing to scientific prediction tasks, including molecular property prediction. However,…

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