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124

1.3k

apache-2.0

27

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 5 months ago

deepinv deepinv

61

237

bsd-3-clause

8

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

905 commits to main branch, last one a day ago

NonlinearSolve.jl SciML

39

215

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

1,270 commits to master branch, last one 2 days ago

deep-implicit-attention mcbal

4

62

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 2 years ago

DeepEquilibriumNetworks.jl SciML

6

47

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

567 commits to main branch, last one a day ago