Sakib Matin - Publications, H-index & Citations

Sakib Matin

los alamos national laboratory, theoretical division, los alamos, new mexico, usa

7H指数

37论文数

219被引数

收录论文 9

发表时间

Multi-fidelity learning for interatomic potentials: low-level forces and high-level energies are all you need*多 fidelity 学习用于原子间势能：低级力和高级能量就是你所需要的*

Machine Learning: Science and Technology

IF0

2025-09-29

OAAI

Mitchell Messerly; Sakib Matin; Alice E A Allen; Benjamin Nebgen; Kipton Barros; Justin S Smith; Nicholas Lubbers; Richard Messerly

Teacher-student training improves the accuracy and efficiency of machine learning interatomic potentials 师生训练提高了机器学习原子间势能的准确性和效率。

Digital Discovery

IF5.6

2025-08-07

OAAI

Sakib Matin; Alice E. A. Allen; Emily Shinkle; Aleksandra Pachalieva; Galen T. Craven; Benjamin Nebgen; Justin S. Smith; Richard Messerly; Ying Wai Li; Sergei Tretiak; Kipton Barros; Nicholas Lubbers

Improving Bond Dissociations of Reactive Machine Learning Potentials through Physics-Constrained Data Augmentation

JOURNAL OF CHEMICAL INFORMATION AND MODELING

IF5.3

2025-01-28

PREAI

dos Santos, Luan G. F.; Nebgen, Benjamin T.; Allen, Alice E. A.; Hamilton, Brenden W.; Matin, Sakib; Smith, Justin S.; Messerly, Richard A.

Thermodynamic Transferability in Coarse-Grained Force Fields Using Graph Neural Networks 使用图神经网络在粗粒度力场中的热力学可传递性

JOURNAL OF CHEMICAL THEORY AND COMPUTATION

IF5.5

2024-11-23

OAAI

Shinkle, Emily; Pachalieva, Aleksandra; Bahl, Riti; Matin, Sakib; Gifford, Brendan; Craven, Galen T.; Lubbers, Nicholas

Learning together: Towards foundation models for machine learning interatomic potentials with meta-learning 共同学习: 通过元学习建立机器学习的原子间势的基础模型

NPJ COMPUTATIONAL MATERIALS

IF11.9

2024-07-17

OAAI

Allen, Alice E. A.; Lubbers, Nicholas; Matin, Sakib; Smith, Justin; Messerly, Richard; Tretiak, Sergei; Barros, Kipton

Machine Learning Potentials with the Iterative Boltzmann Inversion: Training to Experiment

JOURNAL OF CHEMICAL THEORY AND COMPUTATION

IF5.5

2024-02-02

OAAI

Matin, Sakib; Allen, Alice E. A.; Smith, Justin; Lubbers, Nicholas; Jadrich, Ryan B.; Messerly, Richard; Nebgen, Benjamin; Li, Ying Wai; Tretiak, Sergei; Barros, Kipton

Scaling of causal neural avalanches in a neutral model

PHYSICAL REVIEW RESEARCH

IF4.2

2021-02-03

OAAI

Matin, Sakib; Tenzin, Thomas; Klein, W.

Genetic drift in range expansions is very sensitive to density dependence in dispersal and growth

Ecology Letters

IF7.9

2019-09-08

OAAI

Gabriel Birzu; Matin, Sakib; Hallatschek, Oskar; Korolev, Kirill S.