From Molecules to Materials: Pre-training Large Generalizable Models for
Atomic Property Prediction

From Molecules to Materials: Pre-training Large Generalizable Models for Atomic Property Prediction

25 October 2023

John R. Kitchin

Zachary W. Ulissi

Brandon M. Wood

Papers citing "From Molecules to Materials: Pre-training Large Generalizable Models for Atomic Property Prediction"

9 / 9 papers shown

Title
Towards Faster and More Compact Foundation Models for Molecular Property Prediction Yasir Ghunaim Andrés Villa Gergo Ignacz Gyorgy Szekely Motasem Alfarra Bernard Ghanem AI4CE 78 0 0 28 Apr 2025
Pre-training Graph Neural Networks with Structural Fingerprints for Materials Discovery Shuyi Jia Shitij Govil Manav Ramprasad Victor Fung AI4CE 47 1 0 03 Mar 2025
Pushing the Pareto front of band gap and permittivity: ML-guided search for dielectric materials Janosh Riebesell T. W. Surta Rhys E. A. Goodall Michael Gaultois Alpha A Lee 10 4 0 11 Jan 2024
Matbench Discovery -- A framework to evaluate machine learning crystal stability predictions Janosh Riebesell Rhys E. A. Goodall Philipp Benner Chiang Yuan Bowen Deng A. Lee Anubhav Jain Kristin A. Persson OOD 19 33 0 28 Aug 2023
SPICE, A Dataset of Drug-like Molecules and Peptides for Training Machine Learning Potentials Peter K. Eastman P. Behara David L. Dotson Raimondas Galvelis John E. Herr ... J. Chodera Benjamin P. Pritchard Yuanqing Wang Gianni de Fabritiis T. Markland 16 105 0 21 Sep 2022
Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs Yi-Lun Liao Tess E. Smidt 73 142 0 23 Jun 2022
Pre-training Molecular Graph Representation with 3D Geometry Shengchao Liu Hanchen Wang Weiyang Liu Joan Lasenby Hongyu Guo Jian Tang 106 294 0 07 Oct 2021
The Open Catalyst 2020 (OC20) Dataset and Community Challenges L. Chanussot Abhishek Das Siddharth Goyal Thibaut Lavril Muhammed Shuaibi ... Brandon M. Wood Junwoong Yoon Devi Parikh C. L. Zitnick Zachary W. Ulissi 204 370 0 20 Oct 2020
MoleculeNet: A Benchmark for Molecular Machine Learning Zhenqin Wu Bharath Ramsundar Evan N. Feinberg Joseph Gomes C. Geniesse Aneesh S. Pappu K. Leswing Vijay S. Pande OOD 152 1,748 0 02 Mar 2017