A differentiable PDE solving framework for machine learning
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Oct 20, 2025 - Python
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differentiable-simulations
Here are 13 public repositories matching this topic...
A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs
simulation gpu gpu-acceleration ultrasound wave-equation acoustics jax tpu-acceleration scientific-machine-learning differentiable-simulations physics-informed-neural-networks kwave
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Sep 17, 2024 - Python
Pytorch differentiable molecular dynamics
polymer chemistry molecular-dynamics statistical-mechanics physics-simulation quantum-dynamics graph-neural-networks force-field-optimization differentiable-simulations quantum-isomerization
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Sep 5, 2022 - Python
Differentiable neuron simulations with biophysical detail on CPU, GPU, or TPU.
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Nov 21, 2025 - Python
Efficient GPU-computing simulation for differentiable crystal plasticity finite element method
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Sep 9, 2025 - Python
Fast and differentiable particle accelerator optics simulation for reinforcement learning and optimisation applications.
python machine-learning reinforcement-learning simulation data-collection accelerator-physics differentiable-simulations
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Nov 21, 2025 - Python
TorchFSM: Fourier Spectral Method with PyTorch
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Nov 11, 2025 - Python
Differentiable Ray Tracing Toolbox for Radio Propagation Simulations
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Nov 21, 2025 - Python
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
robotics simulation trajectory-optimization optimal-control robot-learning differentiable-physics-engine differentiable-programming differentiable-simulations soft-body-simulation
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Jun 9, 2025 - Python
JAX compilation of RDDL description files, and a differentiable planner in JAX.
control reinforcement-learning controller automatic-differentiation planning sgd policy-gradient model-based-control nonlinear-dynamics backpropagation nonlinear-optimization stochastic-gradient-descent planning-domain-definition-language planning-algorithms nonlinear-control sgd-optimizer jax rddl differentiable-simulations gradient-based-optimisation
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Nov 14, 2025 - Python
Equilibrium analysis of Maya arches (AAG 2025)
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Nov 12, 2025 - Python
Trying out neural cellular automata for different kinds of problems
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Feb 24, 2021 - Python
Solving SuDoKu with backprop and take an NMR of it while at it
sudoku-solver nuclear-magnetic-resonance nmr-spectroscopy differentiable-programming differentiable-simulations
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Oct 12, 2025 - Python
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