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2023-doctoral-school

Code used in the 2023 Alert Geomaterials doctoral school on Machine in Geomechanics

abaqus_nn

apma2070

diff-pignn

Differentiable Physics-informed Graph Networks

diffmpm

Differentiable Material Point Method

difftaichi

10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)

fluid-graph-network

Code repo for Fluid Graph Network

games201

Advanced Physics Engines 2020: A Hands-on Tutorial

gnn-fracture

Prediction and control of fracture paths in disordered architected materials using graph neural networks

gns

Graph Network Simulator

jax-am

Additive manufacturing simulation with JAX.

jax-md

Differentiable, Hardware Accelerated, Molecular Dynamics

jax-sph

JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework

jaxfluids

Differentiable Fluid Dynamics Package

kan

Kolmogorov Arnold Networks

mdsim

[TMLR 2023] Training and simulating MD with ML force fields

micropolar_phasefield

FEniCS implementation: a phase field model for cohesive fracture in micropolar continua

mingming-su.github.io

AcadHomepage: A Modern and Responsive Academic Personal Homepage of mine

mingmingsu.github.io

mlcgmd

[TMLR 2023] Simulate time-integrated coarse-grained MD with multi-scale graph neural networks

nclaw

[ICML 2023] Learning Neural Constitutive Laws from Motion Observations for Generalizable PDE Dynamics

neural-pde-solver

neurontransportpgnn

phase-field-and-praph-network

school_2021

This is the repository for the CRC 183 summer school "Machine Learning in Condensed Matter Physics".

sumingming

🎓 无需编写任何代码即可轻松创建漂亮的学术网站 Easily create a beautiful academic résumé or educational website using Hugo and GitHub. No code.

summ2020

tensorgrad

Differentiable Programming Tensor Networks

theme-resume

thermodynamics-neural-networks

Thermodynamics-based Artificial Neural Networks