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Stefano Martiniani

27 papers hereh-index 5295 citations37 works total

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

author position
  • first author1
  • middle author12
  • last author12

Across the 25 of 27 papers where every author was matched, so the position is known.

fields
  • cs.LG10
  • cond-mat.soft4
  • cond-mat.stat-mech4
  • physics.chem-ph2
  • cond-mat.dis-nn1
  • cond-mat.mtrl-sci1
same name
  • Stefano Martiniani — 19 papers, h 15

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
20222026
most citedA practical guide to machine learning interatomic potentials -- Status and future

203 citations · 261 across the 21 of their papers we have counts for

collaborators
Showing physics.chem-phShow all

2 papers · 1 filter

physics.chem-ph2025★ 1 cited

PropMolFlow: Property-Guided Molecule Generation with Geometry-Complete Flow Matching

Cheng Zeng, Jirui Jin, Connor Ambrose +7

Molecule generation is advancing rapidly in chemical discovery and drug design. Flow matching methods have recently set the state of the art (SOTA) in unconditional molecule genera…

physics.chem-ph2024★ 33 cited

On the design space between molecular mechanics and machine learning force fields

Yuanqing Wang, Kenichiro Takaba, Michael S. Chen +14

A force field as accurate as quantum mechanics (QM) and as fast as molecular mechanics (MM), with which one can simulate a biomolecular system efficiently enough and meaningfully e…

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