implicit-differentiation 开源项目推荐（14 个）

facebookresearch /theseus

可微非线性优化库

metaopt /torchopt

TorchOpt is an efficient library for differentiable optimization built upon PyTorch.

leopard-ai /betty

Betty: an automatic differentiation library for generalized meta-learning and multilevel optimization

thorek1 /MacroModelling.jl

Macros and functions to work with DSGE models.

JuliaNonconvex /Nonconvex.jl

Toolbox for gradient-based and derivative-free non-convex constrained optimization with continuous and/or discrete variables.

AvivNavon /AuxiLearn

Official implementation of Auxiliary Learning by Implicit Differentiation [ICLR 2021]

mohdibntarek /DifferentiableFactorizations.jl

Differentiable matrix factorizations using ImplicitDifferentiation.jl.

samtalki /Marguerite.jl

A differentiable Frank-Wolfe solver - minimal and in pure Julia.

tachukao /idoc

Implicit Differentiable Optimal Control (IDOC) with JAX

alwaysbyx /e2e-DR-learning

Code for our paper Demand Response Model Identification and Behavior Forecast with OptNet: a Gradient-based Approach.

anh-tong /hyper-opt

Bilevel Hyperparameter Optimization with Implicit Differentiation

ellenzhuwang /implicit_vkood

An end-to-end vision-language framework incorporating explicit knowledge graphs and OOD-detection. (NeurIPS 23)

eybmits /hamiltonian-implicit-differentiation

Implicit-differentiation experiments for parametrized Hamiltonians and bilevel Max-Cut optimization.

jseluis /silva-networks

SILVA Networks is a Python package for extended deep equilibrium layers, fixed-point solvers, implicit differentiation, structured operators, diagnostics, and reproducible research notebooks.