A differentiable PDE solving framework for machine learning
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Updated
Dec 22, 2024 - Python
A differentiable PDE solving framework for machine learning
Code repository for our paper DiffCloth: Differentiable Cloth Simulation with Dry Frictional Contact
large population models
Pytorch differentiable molecular dynamics
A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs
[RSS 2021] An End-to-End Differentiable Framework for Contact-Aware Robot Design
Differentiable Social Force simulation with universal interaction potentials.
Code for PPR: Physically Plausible Reconstruction from Monocular Videos (ICCV 23).
Differentiable neuron simulations with biophysical detail on CPU, GPU, or TPU.
Fast and differentiable particle accelerator optics simulation for reinforcement learning and optimisation applications.
Code repository for our paper SoftMAC: Differentiable Soft Body Simulation with Forecast-based Contact Model and Two-way Coupling with Articulated Rigid Bodies and Clothes
A differentiable finite element analysis solver for structural optimization based on JAX
Efficient GPU-computing simulation for differentiable crystal plasticity finite element method
Differentiable Ray Tracing Toolbox for Radio Propagation Simulations
Differentiable Flexible Mechanical Metamaterials
A differentiable block-based time domain hybrid system simulation framework.
Simulation and design of shape morphing LCE lattices
JAX compilation of RDDL description files, and a differentiable planner in JAX.
[Siggraph Asia 2024] Optimized shock-protecting microstructures
Demos of Cheetah being used for various applications presented in "Cheetah: Bridging the Gap Between Machine Learning and Particle Accelerator Physics with High-Speed, Differentiable Simulations"
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