loop-math Goto Github PK

a-decentralized-proximal-gradient-method

The code for Decentralized Optimization including NIDS (network independent stepsize)

arock

Experiments code for asynchronous parallel coordinate update algorithms (ARock)

bda

Code Repository for ICML 2020 accepted paper, named "A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton"

bilevel-penalty

bilevel-w-chance-constr-lower-level

Data of the numerical experiments of the paper "On Convex Lower-Level Black-Box Constraints in Bilevel Optimization with an Application to Gas Market Models with Chance Constraints" by Holger Heitsch, René Henrion, Thomas Kleinert, and Martin Schmidt

bjutthesis

LaTeX-based Template for thesis of Beijing University of Technology(BJUT)

blo

Bi-level Optimization for Advanced Deep Learning

bolib

Bilevel optimization library of test problems

bome

boml

Bilevel Optimization Library in Python for Multi-Task and Meta Learning

bvfsm

code_phd3

competitivegradientoptim

deep-optimization

Code for the article "Deep Forward-Backward Optimization Methods with Provable Convergence"

esjacobians

Implementations of the algorithms described in the paper: On the Convergence Theory for Hessian-Free Bilevel Algorithms.

fastrpca

Matlab code for all variants of robust PCA and SPCP

forbes

Generic and efficient MATLAB solver for nonsmooth optimization problems

higher-order-methods-for-weak-mvis

Experiments with HOM

hipnex

hyper-representation

This is the official repo for the experiments in the paper "Bilevel Programming for Hyperparameter Optimization and Meta-Learning"

iaptt-gm

Code Repository for NeurIPS 2021 accepted paper, named "Torwards Gradient-based Bilevel Optimization with non-convex Followers and Beyond"

incremental-methods

inexact_dfo_bilevel_learning

Inexact Derivative-Free Optimization for Bilevel Learning

ip_dca

This repository provide a realization of iP_DCA in Python with a simple test demo and a code for reproduce the numerical result of experiments

lasso_bilevel

Bilevel Optimization Approaches for Tuning Parameter Selection in LASSO and its variants

local-vrsgd

Source code for paper "Local Convergence Properties of SAGA/Prox-SVRG and Acceleration"

mrvrbo

Example Code for paper "Provably Faster Algorithms for Bilevel Optimization"

ncns-regularizer

nonconvex_tv_denoise

Forward-Backward Splitting (FBS) Algorithms for Non-convex Total Variation Denoising

numericaloptimization

Jupyter Notebooks for the M1 MSIAM Course "Numerical Optimization" at Université Grenoble Alpes