NiaPy — Peer-reviewed • Rank 18.6 • Science 100%

NiaPy: Python microframework for building nature-inspired algorithms - Published in JOSS (2018)

PySwarms — Peer-reviewed • Rank 22.0 • Science 95%

PySwarms: a research toolkit for Particle Swarm Optimization in Python - Published in JOSS (2018)

cspy — Peer-reviewed • Rank 15.9 • Science 95%

cspy: A Python package with a collection of algorithms for the (Resource) Constrained Shortest Path problem - Published in JOSS (2020)

PyXAB - A Python Library for $\mathcal{X}$-Armed Bandit and Online Blackbox Optimization Algorithms — Peer-reviewed • Rank 9.8 • Science 100%

PyXAB - A Python Library for $\mathcal{X}$-Armed Bandit and Online Blackbox Optimization Algorithms - Published in JOSS (2024)

PyBADS — Peer-reviewed • Rank 11.6 • Science 93%

PyBADS: Fast and robust black-box optimization in Python - Published in JOSS (2024)

PySLSQP — Peer-reviewed • Rank 9.2 • Science 95%

PySLSQP: A transparent Python package for the SLSQP optimization algorithm modernized with utilities for visualization and post-processing - Published in JOSS (2024)

proxmin • Rank 14.2 • Science 77%

Proximal optimization in pure python

qc-procrustes • Rank 12.3 • Science 77%

Python library for finding the optimal transformation(s) that makes two matrices as close as possible to each other.

OptimalControl • Rank 11.0 • Science 77%

Model and solve optimal control problems in Julia, both on CPU and GPU.

clarabel • Rank 23.1 • Science 62%

Clarabel.rs: Interior-point solver for convex conic optimisation problems in Rust.

reflame • Rank 5.7 • Science 77%

reflame: Revolutionizing Functional Link Neural Network by Metaheuristic Optimization

FrankWolfe • Rank 11.5 • Science 67%

Julia implementation for various Frank-Wolfe and Conditional Gradient variants

pygmo • Rank 17.9 • Science 59%

A Python platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

fireflyalgorithm • Rank 9.8 • Science 67%

Implementation of Firefly Algorithm in Python

fliscopt • Rank 9.5 • Science 67%

Algorithms for flight scheduling optimization.

Clarabel • Rank 12.9 • Science 62%

Clarabel.jl: Interior-point solver for convex conic optimisation problems in Julia.

SolverTools • Rank 10.6 • Science 64%

Tools for developing nonlinear optimization solvers.

Stopping • Rank 6.8 • Science 67%

A framework to implement iterative algorithms

scs • Rank 11.4 • Science 62%

Splitting Conic Solver

uno • Rank 8.3 • Science 64%

A next-gen SQP & barrier solver for nonlinearly constrained optimization

autotuning_methodology • Rank 1.9 • Science 67%

This software package accompanies the paper "A Methodology for Comparing Auto-Tuning Optimization Algorithms" (https://doi.org/10.1016/j.future.2024.05.021), making the guidelines in the methodology easy to apply.

Alpine • Rank 13.0 • Science 54%

A Julia/JuMP-based Global Optimization Solver for Non-convex Programs

irace • Rank 17.1 • Science 49%

Iterated Racing for Automatic Algorithm Configuration

cppnumericalsolvers • Rank 9.7 • Science 54%

a lightweight header-only C++17 library of numerical optimization methods for (un-)constrained nonlinear functions and expression templates

pydiffgame • Rank 8.2 • Science 54%

PyDiffGame is a Python implementation of a Nash Equilibrium solution to Differential Games, based on a reduction of Game Hamilton-Bellman-Jacobi (GHJB) equations to Game Algebraic and Differential Riccati equations, associated with Multi-Objective Dynamical Control Systems

haleqo.jl • Rank 2.6 • Science 57%

HALeqO solver for nonlinear equality-constrained optimization

bazinga.jl • Rank 2.5 • Science 57%

Bazinga.jl: a toolbox for constrained composite optimization

caerus • Rank 13.3 • Science 44%

Detection of favorable moments in time series data

ProximalAlgorithms • Rank 9.9 • Science 44%

Proximal algorithms for nonsmooth optimization in Julia

https://github.com/cvxgrp/cvxportfolio • Rank 17.9 • Science 36%

Portfolio optimization and back-testing.

moldrug • Rank 9.8 • Science 44%

moldrug (AKA mouse) is a Python package for drug-oriented optimization on the chemical space ​

https://github.com/forieux/qmm • Rank 7.5 • Science 46%

Python Quadratic Majorization-Minimization (MM) optimization algorithms of half-quadratic criteria. Inverses problems, image restoration, denoising, ...

https://github.com/kul-optec/hyhound • Rank 1.1 • Science 49%

Hyperbolic Householder transformations for Up- and Downdating Cholesky factorizations.

powersddp • Rank 5.7 • Science 44%

A didactic library on dynamic programming techniques applied to the economical dispatch of energy in power systems.

https://github.com/google-research/jestimator • Rank 10.8 • Science 36%

Amos optimizer with JEstimator lib.

mip • Rank 22.4 • Science 23%

Python-MIP: collection of Python tools for the modeling and solution of Mixed-Integer Linear programs

https://github.com/aspuru-guzik-group/chimera • Rank 9.3 • Science 33%

Chimera: hierarchy-based multi-objective optimization

https://github.com/altaris/noisy-moo • Rank 5.0 • Science 36%

A wrapper-based framework for pymoo problem modification.

TrustRegionMethods • Rank 4.3 • Science 31%

Trust region methods for nonlinear systems of equations in Julia.

https://github.com/amazon-science/mezo_svrg • Rank 3.7 • Science 26%

Code the ICML 2024 paper: "Variance-reduced Zeroth-Order Methods for Fine-Tuning Language Models"

pyharmonysearch • Rank 10.7 • Science 10%

pyHarmonySearch is a pure Python implementation of the harmony search (HS) global optimization algorithm.

cma-es • Rank 9.7 • Science 10%

Covariance Matrix Adaptation Evolution Strategy (CMA-ES)

simobility • Rank 6.8 • Science 10%

simobility - light-weight mobility simulation framework. Best for quick prototyping

https://github.com/acerbilab/bads • Science 33%

Bayesian Adaptive Direct Search (BADS) optimization algorithm for model fitting in MATLAB

RAFF.jl — Peer-reviewed • Science 93%

RAFF.jl: Robust Algebraic Fitting Function in Julia - Published in JOSS (2019)

pygeneticalgorithms • Science 67%

This repository implements a genetic algorithm (GA) in Python3 programming language, using only Numpy and Joblib as additional libraries. It provides a basic StandardGA model as well as a more advanced IslandModelGA that evolves in parallel several different populations..

https://github.com/toschaefer/lucon.jl • Science 36%

loss optimization under unitary constraint

hybris • Science 44%

Particle Swarm Optimizer with fuzzy parameter control

fides • Science 67%

Trust Region Optimization in Python

pye-plus • Science 57%

Multi-Criteria Decision Making (MCDM) Framework for Building Energy Systems with Expedited Computation using Machine Learning (ML) Techniques

https://github.com/aidinhamedi/ml-optimizer-benchmark • Science 26%

A benchmark suite for optimization algorithms in pytorch

https://github.com/anselmoo/useful-optimizer • Science 49%

A dedicated set of optimization algorithms for numeric problems.

https://github.com/chrhansk/scarp • Science 13%

Switching Cost Aware Rounding of Mixed-Integer Optimal Control Problems

https://github.com/anishacharya/bgmd-aistats-2022 • Science 23%

Geometric median (GM) is a classical method in statistics for achieving a robust estimation of the uncorrupted data; under gross corruption, it achieves the optimal breakdown point of 0.5. However, its computational complexity makes it infeasible for robustifying stochastic gradient descent (SGD) for high-dimensional optimization problems. In this paper, we show that by applying Gm to only a judiciously chosen block of coordinates at a time and using a memory mechanism, one can retain the breakdown point of 0.5 for smooth non-convex problems, with non-asymptotic convergence rates comparable to the SGD with GM.

eispy2d • Science 67%

An Open-Source Python Library for the development of algorithms for 2D Electromagnetic Inverse Scattering Problems.

https://github.com/dark-elektron/cavitydesignhub • Science 13%

A hub for control of different electromagnetic codes for accelerating cavity design.

graforvfl • Science 49%

GrafoRVFL: A Gradient-Free Optimization Framework for Boosting Random Vector Functional Link Network

https://github.com/cn-upb/b-jointsp • Science 10%

Joint placement and scaling of bidirectional network services with stateful virtual or physical network functions

https://github.com/bbopt/nomad • Science 39%

NOMAD - A blackbox optimization software

omads • Science 26%

OMADS - A blackbox optimization python package

BioGA • Science 49%

Optimize high-throughput genomic data analysis using genetic algorithms for efficient pattern discovery and feature selection.

https://github.com/cedrickchee/ranger-optimizer • Science 10%

Ranger - a synergistic optimizer using RAdam (Rectified Adam) and Lookahead in one codebase

stochasticantibiotic • Science 57%

A Stochastic Programming Approach to the Antibiotics Time Machine Problem

delicoco-ieee-transactions • Science 67%

In compressed decentralized optimization settings, there are benefits to having multiple gossip steps between subsequent gradient iterations, even when the cost of doing so is appropriately accounted for e.g. by means of reducing the precision of compressed information.

bboptpy • Science 67%

Powerful and scalable black-box optimization algorithms for Python and C++.

binbro_max_uflp • Science 44%

https://github.com/bharathkeshavamurthy/minerva • Science 10%

Cognitive Radio Networks

Boscia • Science 67%

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

https://github.com/amazon-science/mada_optimizer_search • Science 36%

Code the ICML 2024 paper: "MADA: Meta-Adaptive Optimizers through hyper-gradient Descent"

https://github.com/aldma/pipal.jl • Science 26%

Penalty-Interior-Point ALgorithm for nonlinear optimization

maestro-x • Science 49%

Automating UAV-Relay Swarms