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DiffEqML
torchdyn DiffEqML
131
1.4k
apache-2.0
28
A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
pytorch neural-ode deep-learning control-theory neural-network implicit-models dynamical-systems numerical-methods deep-equilibrium-models neural-differential-equations
Created 2020-04-27
620 commits to master branch, last one about a year ago
deepinv
deepinv deepinv
78
363
bsd-3-clause
7
PyTorch library for solving imaging inverse problems using deep learning
mri unfolded deblurring deep-learning plug-and-play diffusion-models image-processing inverse-problems super-resolution computed-tomography computational-imaging deep-equilibrium-models
Created 2023-02-10
973 commits to main branch, last one 5 days ago
SciML
NonlinearSolve.jl SciML
44
245
mit
13
High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.
julia sciml bracketing equilibrium steady-state factorization newton-krylov newton-method sparse-matrix newton-raphson sparse-matrices nonlinear-equations differential-equations deep-equilibrium-models high-performance-computing scientific-machine-learning
Created 2020-08-30
2,005 commits to master branch, last one 2 days ago
mcbal
deep-implicit-attention mcbal
5
64
mit
3
Implementation of deep implicit attention in PyTorch
transformers deep-learning implicit-layers neural-networks hopfield-networks ising-spin-models mean-field-theory associative-memory boltzmann-machines attention-mechanism statistical-physics artificial-intelligence deep-equilibrium-models
Created 2020-12-26
43 commits to main branch, last one 3 years ago
SciML
DeepEquilibriumNetworks.jl SciML
5
51
mit
5
Implicit Layer Machine Learning via Deep Equilibrium Networks, O(1) backpropagation with accelerated convergence.
julia deep-learning neural-networks nonlinear-solve machine-learning nonlinear-equations implicit-deep-learning deep-equilibrium-models
Created 2021-09-15
594 commits to main branch, last one 27 days ago