John L. A. Gardner - Publications, H-index & Citations

John L. A. Gardner

University of Oxford

6H指数

20论文数

285被引数

收录论文 9

发表时间

Release the HOGS: An unsupervised marker extraction, classification and georeferencing approach for biodiversity data 释放HOGS：一种用于生物多样性数据的无监督标记提取、分类和地理参考方法

METHODS IN ECOLOGY AND EVOLUTION

IF6.2

2025-10-01

OAAI

Ravenscroft, Harri; Gardner, John; Perktas, Utku; Saupe, Erin

Assessing zero-shot generalisation behaviour in graph-neural-network interatomic potentials 评估图神经网络原子间势能的零样本泛化行为

Digital Discovery

IF5.6

2025-09-30

OAAI

Chiheb Ben Mahmoud; Zakariya El-Machachi; Krystian A. Gierczak; John L. A. Gardner; Volker L. Deringer

An automated framework for exploring and learning potential-energy surfaces 用于探索和学习势能面的自动化框架

Nature Communications

IF15.7

2025-08-18

OAAI

Yuanbin Liu; Joe D. Morrow; Christina Ertural; Natascia L. Fragapane; John L. A. Gardner; Aakash A. Naik; Yuxing Zhou; Janine George; Volker L. Deringer

Data as the next challenge in atomistic machine learning

NATURE COMPUTATIONAL SCIENCE

IF18.3

2024-06-12

PREAI

Ben Mahmoud, Chiheb; Gardner, John L. A.; Deringer, Volker L.

Synthetic pre-training for neural-network interatomic potentials

MACHINE LEARNING-SCIENCE AND TECHNOLOGY

IF4.6

2024-01-10

OAAI

Gardner, John L. A.; Baker, Kathryn T.; Deringer, Volker L.

How to validate machine-learned interatomic potentials 如何验证机器学习的原子间势

JOURNAL OF CHEMICAL PHYSICS

IF3.1

2023-03-24

OAAI

Morrow, Joe D.; Gardner, John L. A.; Deringer, Volker L.

Coarse-grained versus fully atomistic machine learning for zeolitic imidazolate frameworks

CHEMICAL COMMUNICATIONS

IF4.2

2023-01-01

OAAI

Beaulieu, Zoe Faure; Nicholas, Thomas C.; Gardner, John L. A.; Goodwin, Andrew L.; Deringer, Volker L.

Synthetic data enable experiments in atomistic machine learning

DIGITAL DISCOVERY

IF5.6

2023-01-01

OAAI

Gardner, John L. A.; Beaulieu, Zoe Faure; Deringer, Volker L.

Using spectroscopy to probe relaxation, decoherence, and localization of photoexcited states in π-conjugated polymers

FARADAY DISCUSSIONS

IF3.1

2020-01-01

PREAI

Barford, William; Gardner, John L. A.; Mannouch, Jonathan R.

研究方向