Machine learning unifies the modeling of materials and molecules
Abstract
Statistical learning based on a local representation of atomic structures provides a universal model of chemical stability.
Document Details
- Document Type
- Pub Defense Publication
- Publication Date
- Dec 01, 2017
- Source ID
- 10.1126/sciadv.1701816
Entities
People
- Albert P Bartók
- Carl Poelking
- Gábor Csányi
- James Kermode
- Michele Ceriotti
- Noam Bernstein
- Sandip De
Organizations
- Engineering and Physical Sciences Research Council
- European Research Council
- Isaac Newton Trust
- Leverhulme Trust
- Office of Naval Research
- Science and Technology Facilities Council
- Swiss Federal Institute of Technology in Lausanne
- Swiss National Science Foundation
- United States Naval Research Laboratory
- University of Cambridge
- University of Warwick