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researcher

L. Roch

8 papers hereh-index 203.5k citations43 works total

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

author position
  • first author1
  • middle author7

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

fields
  • stat.ML4
  • physics.app-ph2
  • physics.chem-ph2

identity via Semantic Scholar / OpenAlex

activity
20162021
most citedGryffin: An algorithm for Bayesian optimization of categorical variables informed by expert knowledge

169 citations · 298 across the 7 of their papers we have counts for

collaborators
Showing 2019Show all

3 papers · 1 filter

physics.chem-ph2019★ 4 cited

From absorption spectra to charge transfer in PEDOT nanoaggregates with machine learning

Loïc M. Roch, Semion K. Saikin, Florian Häse +4

Fast and inexpensive characterization of materials properties is a key element to discover novel functional materials. In this work, we suggest an approach employing three classes…

physics.app-ph2019

Beyond Ternary OPV: High-Throughput Experimentation and Self-Driving Laboratories Optimize Multi-Component Systems

Stefan Langner, Florian Häse, José Darío Perea +6

Fundamental advances to increase the efficiency as well as stability of organic photovoltaics (OPVs) are achieved by designing ternary blends which represents a clear trend towards…

physics.app-ph2019

Self-driving laboratory for accelerated discovery of thin-film materials

Benjamin P. MacLeod, Fraser G. L. Parlane, Thomas D. Morrissey +17

Discovering and optimizing commercially viable materials for clean energy applications typically takes over a decade. Self-driving laboratories that iteratively design, execute, an…

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