IOL Lab

AbsSmoothFrankWolfe.jl

Algorithm for nonsmooth optimization

BellPolytopes.jl

This julia package addresses the membership problem for local polytopes: it constructs Bell inequalities and local models in multipartite Bell scenarios with binary outcomes.

BIMP

Code to reproduce the experiments of ICLR2023-paper: How I Learned to Stop Worrying and Love Retraining

Boscia.jl

Mixed-Integer Convex Programming: Branch-and-bound with Frank-Wolfe-based convex relaxations

CINDy

CINDy: Conditional gradient-based Identification of Non-linear Dynamics – Noise-robust recovery

FrankWolfe-book-code

Python implementation of Frank-Wolfe and Conditional Gradient algorithms

FrankWolfe.jl

Julia implementation for various Frank-Wolfe and Conditional Gradient variants

fw-rde

Official implementation of the paper "Interpretable Neural Networks with Frank-Wolfe: Sparse Relevance Maps and Relevance Orderings" by J. Macdonald, M. Besançon, and S. Pokutta (2021).

SMS

Code to reproduce the experiments of the ICLR24-paper: "Sparse Model Soups: A Recipe for Improved Pruning via Model Averaging"

StochasticFrankWolfe

Implementation of the Stochastic Frank Wolfe algorithm in TensorFlow and Pytorch.

ZIB-IOL/FrankWolfe.jl

Julia implementation for various Frank-Wolfe and Conditional Gradient variants

ZIB-IOL/Boscia.jl

Mixed-Integer Convex Programming: Branch-and-bound with Frank-Wolfe-based convex relaxations

ZIB-IOL/StochasticFrankWolfe

Implementation of the Stochastic Frank Wolfe algorithm in TensorFlow and Pytorch.

ZIB-IOL/CINDy

CINDy: Conditional gradient-based Identification of Non-linear Dynamics – Noise-robust recovery

ZIB-IOL/SMS

Code to reproduce the experiments of the ICLR24-paper: "Sparse Model Soups: A Recipe for Improved Pruning via Model Averaging"

ZIB-IOL/BIMP

Code to reproduce the experiments of ICLR2023-paper: How I Learned to Stop Worrying and Love Retraining

ZIB-IOL/FrankWolfe-book-code

Python implementation of Frank-Wolfe and Conditional Gradient algorithms

ZIB-IOL/AbsSmoothFrankWolfe.jl

Algorithm for nonsmooth optimization

ZIB-IOL/fw-rde

Official implementation of the paper "Interpretable Neural Networks with Frank-Wolfe: Sparse Relevance Maps and Relevance Orderings" by J. Macdonald, M. Besançon, and S. Pokutta (2021).

ZIB-IOL/BellPolytopes.jl

This julia package addresses the membership problem for local polytopes: it constructs Bell inequalities and local models in multipartite Bell scenarios with binary outcomes.

ZIB-IOL/CGAVI

Code for the paper: Wirth, E.S. and Pokutta, S., 2022, May. Conditional gradients for the approximately vanishing ideal. In International Conference on Artificial Intelligence and Statistics (pp. 2191-2209). PMLR.

ZIB-IOL/ApproximateVanishingIdeals.jl

approximate vanishing ideal computations

ZIB-IOL/frankwolfe-py

ZIB-IOL/open_loop_fw

Code for the paper: Wirth, E., Pokutta, S., and Kerdreux, T. (2023). Acceleration of Frank-Wolfe Algorithms with Open-Loop Step-Sizes. To Appear in Proceedings of AISTATS.

ZIB-IOL/AAPPR.jl

Accelerated and Sparse Algorithms for Approximate Personalized PageRank and Beyond

ZIB-IOL/compression-aware-SFW

Code to reproduce the experiments of "Compression-aware Training of Neural Networks using Frank-Wolfe"

ZIB-IOL/FedDistill

Code to reproduce the experiments of "On the Byzantine-Resilience of Distillation-Based Federated Learning"

ZIB-IOL/KernelHerding.jl

A package demonstrating Kernel Herding with Frank-Wolfe algorithms

ZIB-IOL/merlin-arthur-classifiers

Implementation of Merlin-Arthur-Classifier Framework presented at AISTATS24.

ZIB-IOL/PERP

ZIB-IOL/.github

ZIB-IOL/AffineInvariantOLFW

Code for the paper Accelerated Affine-Invariant Vonvergence Rates of the Frank-Wolfe Algorithm with Open-Loop Step-Sizes

ZIB-IOL/avi_at_scale

Code for the paper: [Wirth, E., Kera, H., and Pokutta, S. (2022). Approximate vanishing ideal computations at scale.](https://arxiv.org/abs/2207.01236)

ZIB-IOL/CombinatorialLinearOracles.jl

Linear Minimization Oracles for Combinatorial Problems

ZIB-IOL/fw-generalized-selfconcordant

Repository for the NeurIPS2021 paper "Simple steps are all you need: Frank-Wolfe and generalized self-concordant functions"

ZIB-IOL/Network_Design_with_Integer_Frank_Wolfe

ZIB-IOL/OptimalDesignWithBoscia

Solving the Exact Optimal Experiment Design Problem using the convex mixed-integer solver Boscia.jl

ZIB-IOL/ALM.jl

ZIB-IOL/gpu-domain-propagator

Sequantial C++ (CPU), and a CUDA (GPU) implementation of Domain Propagation for Mixed-Integer Programming problems