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Roman Garnett

2 papers hereh-index 27 citations2 works total

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

author position
  • middle author1
  • last author1

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cond-mat.mtrl-sci1
  • cs.LG1
same name
  • Roman Garnett — 5 papers
  • Roman Garnett — 2 papers, h 4
  • Roman Garnett — 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

most citedProbabilistic Prediction of Material Stability: Integrating Convex Hulls into Active Learning

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

collaborators

2 papers

cs.LG2024

Amortized nonmyopic active search via deep imitation learning

Quan Nguyen, Anindya Sarkar, Roman Garnett

Active search formalizes a specialized active learning setting where the goal is to collect members of a rare, valuable class. The state-of-the-art algorithm approximates the optim…

cond-mat.mtrl-sci2024★ 1 cited

Probabilistic Prediction of Material Stability: Integrating Convex Hulls into Active Learning

Andrew Novick, Diana Cai, Quan Nguyen +3

Active learning is a valuable tool for efficiently exploring complex spaces, finding a variety of uses in materials science. However, the determination of convex hulls for phase di…

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