Kasabovtodor/chatgpt-good

ChatGPT 中文版：国内访问指南（支持GPT-4、GPT-4o、GPT-o1、GPT-o3、Deepseek、Grok3，无需翻墙）[25年4月26日更新]

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Evolutionary-Intelligence/pypop

[JMLR (CCF-A)] PyPop7: A Pure-PYthon LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (from evolutionary computation, swarm intelligence, statistics, operations research, machine learning, mathematical optimization, meta-heuristics, etc.). [https://jmlr.org/papers/v25/23-0386.html]

Language: Python - Size: 958 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 252 - Forks: 39

automl/DACBench

A benchmark library for Dynamic Algorithm Configuration.

Language: PDDL - Size: 244 MB - Last synced at: about 2 hours ago - Pushed at: about 1 month ago - Stars: 32 - Forks: 14

MetaEvo/MetaBox

MetaBox: Benchmarking Platform for Meta-Black-Box Optimization

Language: Python - Size: 438 MB - Last synced at: 6 days ago - Pushed at: about 2 months ago - Stars: 141 - Forks: 15

cobyqa/cobyqa

A derivative-free solver for general nonlinear optimization.

Language: Python - Size: 8.84 MB - Last synced at: 6 days ago - Pushed at: 6 months ago - Stars: 51 - Forks: 6

CyberAgentAILab/cmaes

Python library for CMA Evolution Strategy.

Language: Python - Size: 403 KB - Last synced at: 7 days ago - Pushed at: about 2 months ago - Stars: 441 - Forks: 71

mlr-org/mlr3mbo

Flexible Bayesian Optimization in R

Language: R - Size: 13.7 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 26 - Forks: 1

SimonBlanke/Surfaces

A collection and visualization of single objective black-box functions for optimization benchmarking.

Language: Python - Size: 16.4 MB - Last synced at: 15 days ago - Pushed at: 22 days ago - Stars: 3 - Forks: 0

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

Language: Python - Size: 64 MB - Last synced at: 18 days ago - Pushed at: almost 3 years ago - Stars: 269 - Forks: 31

rmsolgi/geneticalgorithm

Genetic Algorithm Package for Python

Language: Python - Size: 403 KB - Last synced at: 22 days ago - Pushed at: almost 4 years ago - Stars: 262 - Forks: 77

nomuramasahir0/crfmnes

(CEC2022) Fast Moving Natural Evolution Strategy for High-Dimensional Problems

Language: Python - Size: 879 KB - Last synced at: 15 days ago - Pushed at: almost 2 years ago - Stars: 18 - Forks: 1

NREL/soogo

Surrogate-based 0-th Order Global Optimization for black-box problems.

Language: Python - Size: 29.3 MB - Last synced at: 21 days ago - Pushed at: about 1 month ago - Stars: 4 - Forks: 8

dme65/pySOT

Surrogate Optimization Toolbox for Python

Language: Jupyter Notebook - Size: 8.28 MB - Last synced at: 3 days ago - Pushed at: almost 4 years ago - Stars: 212 - Forks: 53

MilanSazdov/black-box-optimization

A Python implementation of a Genetic Algorithm designed to solve a black-box optimization problem.

Language: Python - Size: 287 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

mlr-org/bbotk

Black-box optimization framework for R.

Language: R - Size: 23.9 MB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 24 - Forks: 9

Faycal214/RL-algorithms

🚀 Reinforcement learning from scratch — including value-based and policy-based methods, alongside search-driven approaches from evolutionary strategies like Genetic Algorithms to adaptive techniques like Simulated Annealing, PSO, and CMA-ES

Language: Python - Size: 716 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

songlei00/bbo

Black-box optimization for real-world scenario

Language: Python - Size: 189 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 1

facebookresearch/ax-paper

This repository contains the code for generating the benchmark results in the following paper Olson et al. Ax A Platform for Adaptive Experimentation. AutoML Conference, 2025. https://openreview.net/forum?id=U1f6wHtG1g

Language: Python - Size: 575 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

EMI-Group/evox

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

Language: Python - Size: 42.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 721 - Forks: 105

optuna/kurobako

A black-box optimization benchmark tool

Language: Rust - Size: 833 KB - Last synced at: 14 days ago - Pushed at: about 1 year ago - Stars: 91 - Forks: 12

pablormier/yabox

Yet another black-box optimization library for Python

Language: Jupyter Notebook - Size: 1.58 MB - Last synced at: 11 days ago - Pushed at: almost 3 years ago - Stars: 138 - Forks: 17

sile/tpe

A TPE (Tree-structured Parzen Estimator) implementation in Rust

Language: Rust - Size: 54.7 KB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 30 - Forks: 7

JuliaNonconvex/Nonconvex.jl

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

Language: Julia - Size: 2.31 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 117 - Forks: 10

Eric-Bradford/TS-EMO

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

Language: MATLAB - Size: 1.83 MB - Last synced at: 3 days ago - Pushed at: about 5 years ago - Stars: 102 - Forks: 13

MetaEvo/Awesome-MetaBBO

A collection of MetaBBO papers and code sources

Size: 1.56 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 70 - Forks: 6

yn-cloud/CMAES.NET

Covariance Matrix Adaptation Evolution Strategy (CMA-ES) implementation on C#

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lamda-bbo/universal-offline-bbo Fork of trxcc/universal-offline-bbo

Official implementation of ICML'25 paper "Towards Universal Offline Black-Box Optimization via Learning Language Model Embeddings"

Language: Python - Size: 93.8 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

lamda-bbo/offline-moo

Official implementation of ICML'24 paper "Offline Multi-Objective Optimization".

Language: Python - Size: 154 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 20 - Forks: 6

lamda-bbo/BBOPlace-Bench

Official implementation of paper "BBOPlace-Bench: Benchmarking Black-Box Optimization for Chip Placement".

Language: Python - Size: 60.5 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 7 - Forks: 3

hackingmaterials/rocketsled

plug-n-play black box optimizer for high-throughput computing

Language: Python - Size: 14.2 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 50 - Forks: 11

nomuramasahir0/cma-learning-rate-adaptation

(GECCO2023 Best Paper Nomination & ACM TELO) CMA-ES with Learning Rate Adaptation

Language: Python - Size: 2.22 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 4 - Forks: 0

ono-lab/dxnesici

(GECCO 2023) Natural Evolution Strategy for Mixed-Integer Black-Box Optimization

Language: Python - Size: 17.6 KB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

prescient-design/holo-bench

Benchmark for Biophysical Sequence Optimization Algorithms

Language: Python - Size: 83 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 17 - Forks: 4

fouratifares/ECP

Every Call is Precious: Global Optimization of Black-Box Functions with Unknown Lipschitz Constants

Language: Jupyter Notebook - Size: 515 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 15 - Forks: 0

algotrade-plutus/SearchingTA

Searching For TA and Testing

Language: Jupyter Notebook - Size: 58.3 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

Stefan-Endres/shgo

Simplicial Homology Global Optimization

Language: Python - Size: 42.2 MB - Last synced at: 2 months ago - Pushed at: 5 months ago - Stars: 51 - Forks: 12

cog-imperial/entmoot

Multiobjective black-box optimization using gradient-boosted trees

Language: Python - Size: 993 KB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 58 - Forks: 12

Lichang-Chen/InstructZero

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

Language: Python - Size: 7.47 MB - Last synced at: 5 months ago - Pushed at: about 1 year ago - Stars: 195 - Forks: 14

mlr-org/mlrMBO

Toolbox for Bayesian Optimization and Model-Based Optimization in R

Language: R - Size: 77.5 MB - Last synced at: 4 months ago - Pushed at: almost 2 years ago - Stars: 188 - Forks: 47

lamda-bbo/WireMask-BBO

Official implementation of NeurIPS'23 paper "Macro Placement by Wire-Mask-Guided Black-Box Optimization"

Language: Perl - Size: 144 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 20 - Forks: 4

nAuTahn/eMI-BBO

GECCO 2025: Toward Efficient Mixed-Integer Black-Box Optimization via Evolution Strategies with Plateau Handling Techniques

Language: Python - Size: 139 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

yusukekwn/Black-Box-Forgetting

Implementation for NeurIPS'24 paper "Black-Box Forgetting."

Language: Python - Size: 1.5 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 4 - Forks: 0

vutuanhai237/BBO-PSR

Black-box optimization by parameter-shift rule

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asyncde/asyncde

Asynchronous Differential Evolution

Language: C++ - Size: 114 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

trxcc/Offline-RaM

Official implementation of ICLR'25 paper "Offline Model-Based Optimization by Learning to Rank"

Language: Python - Size: 68.4 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 1

avaneev/biteopt

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

Language: C++ - Size: 3.32 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 148 - Forks: 9

dsiervo/sc3-autotuner

Bayesian optimization approach for tuning SeisComP3's scautopick and scanloc modules

Language: Python - Size: 1.33 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 3 - Forks: 1

atdurkin/oodx

Object-Orientated Derivative-Free Optimisation

Language: Python - Size: 12.6 MB - Last synced at: 6 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

owruby/nelder_mead

A Python easy implementation of the Nelder-Mead method

Language: Python - Size: 145 KB - Last synced at: 8 months ago - Pushed at: over 7 years ago - Stars: 16 - Forks: 8

Wukong-SCUT/pyCC

Python implementation library of advanced Cooperation Coevolution framework

Language: C++ - Size: 7.4 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

MarcEscandell/ALPypeOpt

An open source library for connecting AnyLogic models with python-based black box optimization packages

Language: Python - Size: 19.3 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

giuse/machine_learning_workbench

Workbench for practical machine learning in Ruby.

Language: Ruby - Size: 114 KB - Last synced at: 17 days ago - Pushed at: almost 4 years ago - Stars: 20 - Forks: 4

optuna/kurobako-py

A Python library to help implement kurobako's solvers and problems

Language: Python - Size: 105 KB - Last synced at: 7 days ago - Pushed at: over 3 years ago - Stars: 9 - Forks: 7

AndreiChertkov/tetradat

Black-box adversarial attacks on deep neural networks with tensor train (TT) decomposition and PROTES optimizer.

Language: Python - Size: 79.1 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

caesarcai/ZORO

Zeroth-Order Regularized Optimization (ZORO): Approximately Sparse Gradients and Adaptive Sampling

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aryandeshwal/BODi

Language: Python - Size: 29.3 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 2

yunshengtian/BE-CBO

[ICML 2024] Boundary Exploration for Bayesian Optimization With Unknown Physical Constraints

Language: Python - Size: 490 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

HaiAu2501/Black-Box-Optimization

Language: Jupyter Notebook - Size: 133 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

BY571/GARNE-Genetic-Algorithm-with-Recurrent-Network-and-Novelty-Exploration

GARNE: Genetic-Algorithm-with-Recurrent-Network-and-Novelty-Exploration

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aryandeshwal/HyBO

Language: Python - Size: 68.4 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 22 - Forks: 5

yunyuntsai/Black-box-Adversarial-Reprogramming

Code for "Transfer Learning without Knowing: Reprogramming Black-box Machine Learning Models with Scarce Data and Limited Resources". (ICML 2020)

Language: Python - Size: 563 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 34 - Forks: 4

Mesbah-Lab-UCB/Performance-Oriented-DNN-MPC

Performance-oriented model learning for control via multi-objective Bayesian optimization

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Mesbah-Lab-UCB/arbo-controllers

Here we visualize the need for robust BO against an adversary. Clearly the optimum design point changes depending the uncertain parameter x, so we should identify a region for which the decision variable x resides in an optimal region.

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Mesbah-Lab-UCB/SafeBOPlasma

Safe Explorative Bayesian Optimization -- Towards Personalized Treatments in Plasma Medicine

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Mesbah-Lab-UCB/SNSF-project-P2ELP2_184521

Multivariable control strategy for a reactor system, efficient global solution method for a reaction system and rocket, solution methods for two approximate formulations of the Bayesian optimal experiment design (OED) problem, optimal control approach for a cold plasma system.

Language: MATLAB - Size: 128 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Mesbah-Lab-UCB/LCSS_DataDrivenScenarioOptimization

This code obtains closed-loop performance guarantees for automated controller tuning, which can be formulated as a black-box optimization problem under uncertainty.

Language: MATLAB - Size: 50.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

aryandeshwal/pytorch_coms

Pytorch based reimplementation of COMS: Conservative Objective Models for Effective Offline Model-Based Optimization.

Language: Python - Size: 8.79 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 0

iremddemir/computational_intelligence

Implementations of optimization techniques, sampling methods and evolutionary algorithms

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aryandeshwal/BOPS

Python implementation of Bayesian optimization over permutation spaces.

Language: MATLAB - Size: 1.95 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 14 - Forks: 1

ojasraundale/cartpole

Implementation of Black Box Optimization methods using Fourier State Vectors on the Cartpole Domain.

Language: Jupyter Notebook - Size: 642 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

acristofari/ord

Derivative-free solver for the minimization of a function over the convex hull of a set of vectors

Language: MATLAB - Size: 107 KB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

tmp-coder/CC-DGDGepsilon-PSO

The CC-D-DGDG-PSO algorithm for solving large scale unconstrained black-box optimization problems with divide-and-conquer strategy.

Language: Matlab - Size: 6.49 MB - Last synced at: almost 2 years ago - Pushed at: about 7 years ago - Stars: 4 - Forks: 1

changdaeoh/BlackVIP

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

Language: Python - Size: 1.81 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 82 - Forks: 8

KOLANICH-ML/UniOpt.py 📦

Unified interface for hyperparams / black box optimizers !!! Migrated to Codeberg 🏔️ !!!

Language: Python - Size: 62.5 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 1

darryl34/optimize-roqtools

Optimising HSD components (e.g. LVDS, ECL, CML) parameters using Bayesian Optimisation

Language: Python - Size: 162 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

Evolutionary-Intelligence/dpop7

A ray-based library of Distributed POPulation-based OPtimization for Large-Scale Black-Box Optimization.

Language: Python - Size: 259 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 15 - Forks: 1

dannyzx/HALO

A deterministic global optimization algorithm for black-box problems.

Language: Python - Size: 58.6 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

aryandeshwal/MerCBO

Python implementation of Mercer Features for Efficient Combinatorial Bayesian Optimization

Language: Python - Size: 120 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 9 - Forks: 3

aryandeshwal/MESMO Fork of belakaria/MESMO

Python implementation of the Max-value Entropy Search for Multi-Objective Bayesian Optimization method

Language: Python - Size: 8.79 KB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

Evolutionary-Intelligence/D-LM-MA

Distributed Low-Memory Matrix Adaptation (D-LM-MA) Evolution Strategy.

Language: Python - Size: 9.53 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 1

ALFA-group/bayesopt-nash-eq

Language: Jupyter Notebook - Size: 5.02 MB - Last synced at: over 2 years ago - Pushed at: about 7 years ago - Stars: 8 - Forks: 3

thomasWeise/betAndRun

Code for executing virtual experiments with intelligent bet-and-run strategies for optimization, which efficiently utilize a total computational budget for getting good results by first starting n runs and after some time pick one of them to continue for the remaining budget.

Language: Java - Size: 1.19 MB - Last synced at: 7 months ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 0

aryandeshwal/Submodular_Relaxation_BOCS

Python implementation of Scalable Combinatorial Bayesian Optimization with Tractable Statistical Models

Language: Python - Size: 43 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 1

ALFA-group/reckless-minimax

[LeGO/GOW 2018] "On the Application of Danskin’s Theorem to Derivative-Free Minimax Optimization" by Abdullah Al-Dujaili, Shashank Srikant, Erik Hemberg, Una-May O'Reilly

Language: Python - Size: 787 KB - Last synced at: over 2 years ago - Pushed at: about 7 years ago - Stars: 1 - Forks: 2

sile/yamakan

A collection of Black-Box Optimization algorithms for Rust

Language: Rust - Size: 154 KB - Last synced at: 12 days ago - Pushed at: over 4 years ago - Stars: 9 - Forks: 0

dbsxodud-11/bayesian_optimization

Implementation of various Bayesian Optimization algorithms

Language: Python - Size: 9.77 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

fq00/lubySequenceEAs

Fast randomized algorithms for combinatorial optimization

Language: C++ - Size: 124 KB - Last synced at: about 2 years ago - Pushed at: almost 8 years ago - Stars: 1 - Forks: 0

hannanabdul55/seldonian-fairness

Build fair and safe Machine Learning models in Python

Language: Jupyter Notebook - Size: 198 MB - Last synced at: 2 months ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 2

rssalessio/Parallel-Bayesian-Optimization-Thompson-Sampling

Language: Python - Size: 29.3 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 2

OfirKP/CamelsOptimizer

Yes, it's a camel case.

Language: Jupyter Notebook - Size: 22.5 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 17 - Forks: 1

SimpleArt/optimizer

Multivariable Numerical Optimization

Language: Python - Size: 22.5 KB - Last synced at: 6 months ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

marmakoide/jpack

A Java package for scientific computing

Language: Java - Size: 67.4 KB - Last synced at: over 2 years ago - Pushed at: over 7 years ago - Stars: 1 - Forks: 0

KeXue-NJU/EGL Fork of MorSinay/BBO

EGL

Language: Python - Size: 315 KB - Last synced at: 10 months ago - Pushed at: almost 5 years ago - Stars: 0 - Forks: 0

sile/kurobako-go

A Golang library to help implement kurobako's solvers and problems

Language: Go - Size: 89.8 KB - Last synced at: 5 months ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 1

nicolai-schwartze/SwingyNot

dymola project of controlled angular overshoot of a pendulum

Language: Modelica - Size: 17.9 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 0

ash-aldujaili/eh-lsopt

Code repository of Embedded Bandits for Large-Scale Black-Box Optimization (AAAI'17)

Language: Jupyter Notebook - Size: 8.4 MB - Last synced at: over 1 year ago - Pushed at: almost 8 years ago - Stars: 2 - Forks: 0

white-noise-ntua/autogyro-blades-optimization

Black-Box optimization of a rotor's shape using Projected Gradient Descent

Language: Python - Size: 76.2 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 4 - Forks: 0

araffin/es-with-search-path

Implementation of the (μ/μ,λ)-Evolution Strategy (ES) with Search Path algorithm in C++

Language: C - Size: 561 KB - Last synced at: about 1 month ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 0

ash-aldujaili/modirect

Code for Dividing Rectangles Attack Multi-Objective Optimization

Language: C - Size: 424 KB - Last synced at: over 2 years ago - Pushed at: almost 8 years ago - Stars: 0 - Forks: 1