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DistMLIP: A Distributed Inference Library for Fast, Large Scale Atomistic Simulation

C 52 2 Updated Jun 4, 2025

CUHK PhD Thesis Template

TeX 61 24 Updated Apr 10, 2021

A benchmark for Large Atomic Models

Python 6 6 Updated Jun 12, 2025

An evaluation framework for machine learning models simulating high-throughput materials discovery.

Python 159 39 Updated Jun 10, 2025

Cartesian Atomic Moment Potentials -- CAMP

Python 3 Updated Jan 4, 2025

Phonons from ML force fields

Python 20 2 Updated Apr 7, 2025

EELS simulations from MD simulations

Python 4 Updated Mar 24, 2025

Data and python scripts for journal publication on "Accelerating High-Throughput Phonon Calculations via Machine Learning Universal Potentials"

Python 7 2 Updated Dec 2, 2024

Spectral Energy Density - for Molecular Dynamics simulations

Jupyter Notebook 2 1 Updated May 6, 2025

FAIR Chemistry's library of machine learning methods for chemistry

Python 1,500 330 Updated Jun 12, 2025

DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy.

Python 77 19 Updated Jun 9, 2025

Compiled binaries and sources of LAMMPS, redistributed by AdvanceSoft Corp.

C++ 52 10 Updated May 15, 2025

Phonon hydrodynamics window using Guyer's condition [Phys. Rev. 148, 778 – Published 12 August 1966].

Python 3 Updated Jun 12, 2023

Visualize excitonic wavefunctions

JavaScript 7 5 Updated Sep 29, 2017

Collection of python script modifiers for OVITO Pro (https://www.ovito.org)

Python 3 Updated May 24, 2022

Debye's scattering equation & other analysis of atomistic models.

C++ 53 18 Updated Dec 5, 2023

A tools to process the outputdata from NEP, include the MD part from GPUMD. NEPX, x is everything.

Python 4 Updated May 5, 2025

A collection of simulation recipes for the atomic-scale modeling of materials and molecules

Python 23 3 Updated Jun 11, 2025

Material structure processing software based on ASE (Atomic Simulation Environment)

Jupyter Notebook 51 5 Updated Jun 9, 2025

Automated physical feature engineering for polymer informatics (APFEforPI), which has been utilized for the exploitation of high thermal conductivity amorphous polymers

Jupyter Notebook 14 3 Updated Jun 28, 2024

Generally Applicable Atomic-Charge Dependent London Dispersion Correction

Fortran 187 54 Updated May 27, 2025

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

Python 745 282 Updated Jun 10, 2025

An E(3) equivariant Graph Neural Network for predicting electronic Hamiltonian matrix

C 102 20 Updated Jun 9, 2025
Jupyter Notebook 1,000 161 Updated Jun 10, 2025

Support Information for Size-dependent hardness of metal-organic framework crystals: The effect of local amorphization induced by indentation

3 Updated Oct 25, 2023

Python code for learning Molecular Dynamics simulations

Python 1 2 Updated Dec 4, 2020

Modified EPW code for first principles calculation of electron transport and thermoelectric property of materials, including electron-phonon scattering, defect scattering, and phonon drag.

Fortran 1 Updated Sep 14, 2020

i-PI: a universal force engine

Python 261 126 Updated Jun 11, 2025

Calculates transport dynamics of a customizable channel and contact configuration in the Non-Equilibrium Green's Function Formalism

Fortran 21 8 Updated Apr 7, 2014
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