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From data to the extreme properties of ultra-high-temperature ceramics
Presenter
- Stefano Curtarolo
March 12, 2024
IMSI
Overview of classical ML: classification methods and decision trees
Presenter
- Cong Ma
March 11, 2024
IMSI
Overview of classical ML: unsupervised learning and regularized regression
Presenter
- Luca Ghiringhelli
March 11, 2024
IMSI
Graph atomic cluster expansion and message passing interatomic potentials
Presenter
- Anton Bochkarev
April 12, 2024
IMSI
Sampling Complex Energy Landscapes in Material Science Using Data-Driven Force Fields
Presenter
- Cosmin Marinica
April 12, 2024
IMSI
AIMNet2 family of machine learning potentials: general-purpose and task-specific models for element-organic molecules and radicals, reactions and molecular crystals
Presenter
- Roman Zubatyuk
April 12, 2024
IMSI
Machine Learning Interatomic Potentials to Predict Bond Dissociation Energies
Presenter
- Elena Gelzinyte
April 11, 2024
IMSI
Charge and other advances in the Ch.ACE for next generation interatomic potentials
Presenter
- James Goff
April 11, 2024
IMSI
Multiscale and Data-driven Methods for the Simulation of Materials Failure
Presenter
- James Kermode
April 11, 2024
IMSI