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Jiayan Xu 🤯

Work

2023 - Present; Princeton, USA

  • Princeton University

    Postdoc in Department of Chemistry

Education

2019 - 2023; Belfast, UK

  • Queen's University Belfast

    Ph.D. in Theoretical Chemistry

    Towards Real Dynamics in Heterogeneous Catalysis using Machine Learning Interatomic Potential Simulations

2015 - 2019; Shanghai, China

  • East China University of Science and Technology

    B.Eng. in Applied Chemistry

    B.Sc. in Mathematics and Applied Mathematics

Jiayan Xu's Projects

active-learning-md icon active-learning-md

Active learning workflow developed as a part of the upcoming article "Machine Learning Inter-Atomic Potentials Generation Driven by Active Learning: A Case Study for Amorphous and Liquid Hafnium dioxide"

amptorch icon amptorch

AMPtorch: Atomistic Machine Learning Package (AMP) - PyTorch

dailyscripts icon dailyscripts

Some scripts used frequently in my daily research work ...

deepmd-kit icon deepmd-kit

A deep learning package for many-body potential energy representation and molecular dynamics

dpgen icon dpgen

The deep potential generator

gaft icon gaft

A Genetic Algorithm Framework in Python

gasol icon gasol

A general Genetic Algorithm Solver in C++

gdpy icon gdpy

Generating Deep Potential with Python

gdpyworkshop icon gdpyworkshop

Some materials (tests, examples, tutorials...) for using GDPy.

jax-md icon jax-md

Differentiable, Hardware Accelerated, Molecular Dynamics

mace icon mace

MACE - Fast and accurate machine learning interatomic potentials with higher order equivariant message passing.

scaks-hub icon scaks-hub

SCAKS-Hub: A flask-powered web app for micro-kinetics analysis

staged-recipes icon staged-recipes

A place to submit conda recipes before they become fully fledged conda-forge feedstocks

vaspy icon vaspy

Manipulating VASP files with Python.

workshop-july-2023 icon workshop-july-2023

Deep Modeling for Molecular Simulation 2023, four-day in-person workshop, July 11-14, 2023

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