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black-box-optimization

Here are 150 public repositories matching this topic...

EMI-Group / evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

neuroevolution pytorch gym gpu-acceleration evolutionary-algorithms multi-objective-optimization ray black-box-optimization evolutionary-computation evolutionary-strategies metaheuristics jax evolutionary-optimization derivative-free-optimization gradient-free-optimization population-based-optimization brax evolutionary-reinforcement-learinig

Updated Sep 21, 2026
Python

sunrainyg / RandOpt

Official Codebase for "Neural Thickets: Diverse Task Experts Are Dense Around Pretrained Weights" (ICML 2026 Spotlight)

transformers neuroevolution ensemble-learning lora black-box-optimization reasoning post-training large-language-models llm

Updated Sep 21, 2026
Python

CyberAgentAILab / cmaes

Python library for CMA Evolution Strategy.

hyperparameter-optimization black-box-optimization evolution-strategy evolution-strategies cma-es optuna

Updated Aug 21, 2026
Python

Evolutionary-Intelligence / pypop

[JMLR (CCF-A)] PyPop7: A Pure-PYthon LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* algorithm variants. In the near future, we will add Learning-Based Optimizers as its extensions. [https://jmlr.org/papers/v25/23-0386.html]

evolutionary-algorithms differential-evolution genetic-algorithms black-box-optimization numerical-optimization random-search particle-swarm-optimization evolution-strategies continuous-optimization large-scale-optimization derivative-free-optimization gradient-free-optimization zeroth-order-optimization direct-search population-based-optimization estimation-of-distribution-algorithms consensus-based-optimization

Updated Sep 11, 2026
Python

txsun1997 / Black-Box-Tuning

ICML'2022: Black-Box Tuning for Language-Model-as-a-Service & EMNLP'2022: BBTv2: Towards a Gradient-Free Future with Large Language Models

natural-language-processing deep-learning pytorch language-model black-box-optimization few-shot-learning

Updated Nov 8, 2022
Python

rmsolgi / geneticalgorithm

Genetic Algorithm Package for Python

python optimization genetic-algorithm evolutionary-algorithms black-box-optimization

Updated Sep 8, 2021
Python

dme65 / pySOT

Surrogate Optimization Toolbox for Python

asynchronous optimization global-optimization black-box-optimization gaussian-processes bayesian-optimization radial-basis-function global-optimization-algorithms surrogate-models surrogate-based-optimization

Updated Oct 27, 2021
Jupyter Notebook

Lichang-Chen / InstructZero

Official Implementation of InstructZero; the first framework to optimize bad prompts of ChatGPT(API LLMs) and finally obtain good prompts!

black-box-optimization vicuna black-box-tuning chatgpt large-language-model instruction-optimization

Updated Jul 23, 2024
Python

mlr-org / mlrMBO

Toolbox for Bayesian Optimization and Model-Based Optimization in R

r optimization hyperparameter-optimization r-package mlr model-based-optimization black-box-optimization bayesian-optimization mlrmbo

Updated Mar 1, 2026
R

biteopt

avaneev / biteopt

Derivative-Free Global Optimization Algorithm (C++, Python binding) - Continuous, Discrete, TSP, NLS, MINLP

Updated Dec 25, 2025
C++

MetaEvo / MetaBox

MetaBox: Benchmarking Platform for Meta-Black-Box Optimization

deep-reinforcement-learning hyperparameter-optimization evolutionary-algorithms black-box-optimization protein-protein-docking learning-to-optimize real-parameter-optimization meta-black-box-optimization benchmark-platform

Updated Oct 10, 2025
Python

pablormier / yabox

Yet another black-box optimization library for Python

python black-box data-science algorithms optimization minimization parallel python3 evolutionary-algorithms differential-evolution black-box-optimization stochastic-algorithms

Updated Dec 6, 2022
Jupyter Notebook

JuliaNonconvex / Nonconvex.jl

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

optimization automatic-differentiation evolutionary-algorithms global-optimization black-box-optimization semidefinite-programming bayesian-optimization nonlinear-optimization nonlinear-programming metaheuristics discrete-optimization derivative-free-optimization method-of-moving-asymptotes implicit-differentiation gradient-based-optimisation augmented-lagrangian-method interior-point-optimizer surrogate-assisted-optimization mixed-integer-nonlinear-programming

Updated Aug 11, 2026
Julia

MetaEvo / Awesome-MetaBBO

A collection of MetaBBO papers and code sources

black-box-optimization evolutionary-computation learning-to-optimize metabbo

Updated Feb 6, 2026

Eric-Bradford / TS-EMO

This repository contains the source code for “Thompson sampling efficient multiobjective optimization” (TSEMO).

machine-learning matlab thompson-sampling multi-objective-optimization genetic-algorithms black-box-optimization gaussian-processes bayesian-optimization kriging expensive-to-evaluate-functions surrogate-based-optimization spectral-sampling

Updated Jun 19, 2020
MATLAB

changdaeoh / BlackVIP

Official implementation for CVPR'23 paper "BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning"

transfer-learning black-box-optimization prompt-tuning foundation-models parameter-efficient-tuning visual-prompting

Updated Aug 14, 2023
Python

optuna / kurobako

A black-box optimization benchmark tool

rust black-box-optimization black-box-benchmarking

Updated Mar 31, 2026
Rust

cog-imperial / entmoot

Multiobjective black-box optimization using gradient-boosted trees

python optimization hyperparameter-optimization black-box-optimization bayesian-optimization multiobjective-optimization mixed-integer-programming gradient-boosted-trees

Updated Feb 19, 2026
Python

cobyqa / cobyqa

A derivative-free solver for general nonlinear optimization.

python black-box-optimization optimization-library optimisation optimization-framework numerical-optimization-methods blackbox-optimizer unconstrained-optimisation numerical-optimization-library optimisation-framework black-box-optimisation derivative-free-optimisation zeroth-order-method constrained-optimisation cobyqa

Updated Sep 21, 2026
Python

Stefan-Endres / shgo

Simplicial Homology Global Optimization

black-box science optimization mathematics nonlinear global-optimization black-box-optimization nonlinear-optimization clustering-algorithm black-box-model

Updated Apr 22, 2026
Python

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