Awesome AI for Science
📄
Papers
🧭
Topics
🔥
Trending
🗺️
Map
🏆
Leaderboards
🎓
Learn
🤖
Ask AI
⋯
More
👥
Authors
📚
Reading Packs
📊
Datasets
🛠️
Tools
📰
News
📝
Blogs
✉️
Newsletter
🎯
Research Radar
🔖
Saved
+ Add Paper
☾
☀
← authors
·
overview
Loading author…
🤖
Ask AI
Volker L. Deringer — most-cited papers & profile · AI for Science
← authors
·
overview
Volker L. Deringer
23
papers ·
364
citations ·
54
h-index
University of Oxford · Laboratoire de Chimie
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
A foundation model for atomistic materials chemistry
2024 · 246 citations
Robustness of Local Predictions in Atomistic Machine Learning Models
2023 · 32 citations
Exploring the configurational space of amorphous graphene with machine-learned atomic energies
2022 · 23 citations
Synthetic pre-training for neural-network interatomic potentials
2023 · 23 citations
Accelerated First-Principles Exploration of Structure and Reactivity in Graphene Oxide
2024 · 10 citations
Full-cycle device-scale simulations of memory materials with a tailored atomic-cluster-expansion potential
2025 · 9 citations
Hyperparameter Optimization for Atomic Cluster Expansion Potentials
2024 · 5 citations
Distillation of atomistic foundation models across architectures and chemical domains
2025 · 4 citations
The structure and topology of an amorphous metal-organic framework
2025 · 3 citations
Synthetic data enable experiments in atomistic machine learning
2022 · 2 citations
Understanding defects in amorphous silicon with million-atom simulations and machine learning
2023 · 2 citations
The Zintl-Klemm Concept in the Amorphous State: A Case Study of Na-P Battery Anodes
2025 · 1 citations
Graph-neural-network predictions of solid-state NMR parameters from spherical tensor decomposition
2024 · 1 citations
Structure and Bonding in Amorphous Red Phosphorus
2022 · 1 citations
How to validate machine-learned interatomic potentials
2022 · 1 citations
Top co-authors
John L. A. Gardner
· 6
Joe D. Morrow
· 5
Yuxing Zhou
· 5
Chiheb Ben Mahmoud
· 4
Daniel F. Thomas du Toit
· 4
Andrew L. Goodwin
· 3
Janine George
· 3
Louise A. M. Rosset
· 3
Stephen R. Elliott
· 3
Zoé Faure Beaulieu
· 3
G\'abor Cs\'anyi
· 2
James P. Darby
· 2
Topics
Materials
Chemistry
Physics ML
Drug Discovery