Machine Learning · Computer Science
Evaluating the Transferability of Machine-Learned Force Fields for Material Property Modeling
Shaswat Mohanty, Sanghyuk Yoo, Keonwook Kang, Wei Cai
2023-04-05
Materials Science · Physics
INTERFACE Force Field for Alumina with Validated Bulk Phases and a pH-Resolved Surface Model Database for Electrolyte and Organic Interfaces
Cheng Zhu, Krishan Kanhaiya, Samir Darouich, Sean P. Florez +6
2026-01-21
Chemical Physics · Physics
Accelerated Machine Learning Force Field for Predicting Thermal Conductivity of Organic Liquids
Wei Feng, Siyuan Liu, Hongyi Wang, Zhenliang Mu +10
2025-12-02
Chemical Physics · Physics
Machine Learning Force Fields
Oliver T. Unke, Stefan Chmiela, Huziel E. Sauceda, Michael Gastegger +4
2024-01-18
Materials Science · Physics
Molecular Dynamics Modeling of Epoxy Resins using the Reactive Interface Force Field
G. M. Odegard, S. U. Patil, P. Deshpande, K. Kanhaiya +4
2021-11-23
Computational Physics · Physics
Are Foundational Atomistic Models Reliable for Finite-Temperature Molecular Dynamics?
Denan Li, Jiyuan Yang, Xiangkai Chen, Lintao Yu +1
2025-11-14
Chemical Physics · Physics
MACE-OFF: Transferable Short Range Machine Learning Force Fields for Organic Molecules
Dávid Péter Kovács, J. Harry Moore, Nicholas J. Browning, Ilyes Batatia +7
2025-08-25
Materials Science · Physics
Machine learning force fields: Construction, validation, and outlook
Venkatesh Botu, Rohit Batra, James Chapman, Rampi Ramprasad
2016-11-01
Chemical Physics · Physics
SimPoly: Simulation of Polymers with Machine Learning Force Fields Derived from First Principles
Gregor N. C. Simm, Jean Hélie, Hannes Schulz, Yicheng Chen +12
2025-10-16
Chemical Physics · Physics
Molecular Simulation of Caloric Properties of Fluids Modelled by Force Fields with Intramolecular Contributions: Application to Heat Capacities
William R. Smith, Jan Jirsák, Ivo Nezbeda, Weikai Qi
2019-03-15
Computational Physics · Physics
Bridging Quantum Mechanics to Organic Liquid Properties via a Universal Force Field
Tianze Zheng, Xingyuan Xu, Zhi Wang, Zhenze Yang +9
2026-01-16
Materials Science · Physics
Machine Learned Force Fields: Fundamentals, its reach, and challenges
Carlos A. Vital, Román J. Armenta-Rico, Huziel E. Sauceda
2025-03-11
Materials Science · Physics
On-the-Fly Machine-Learned Force Fields for High-Fidelity Polymer Glass Transition Simulations
Ashutosh Srivastava, Sakshi Agarwal, Shivank Shukla, Harikrishna Sahu +1
2026-01-27
Materials Science · Physics
High Pressure and Temperature Neural Network Reactive Force Field for Energetic Materials
Brenden W. Hamilton, Pilsun Yoo, Michael N. Sakano, Md Mahbubul Islam +1
2023-04-26
Chemical Physics · Physics
Efficient force field and energy emulation through partition of permutationally equivalent atoms
Hao Li, Musen Zhou, Jessalyn Sebastian, Jianzhong Wu +1
2022-05-13