cma-es 开源项目推荐（108 个）

CyberAgentAILab /cmaes

Python library for CMA Evolution Strategy.

icaros-usc /pyribs

A bare-bones Python library for quality diversity optimization.

minyoungg /pix2latent

Code for: Transforming and Projecting Images into Class-conditional Generative Networks

dietmarwo /fast-cma-es

Parallel gradient-free optimization for Python: black-box, multi-objective and quality-diversity search.

ktrk115 /const_layout

Official implementation of the MM'21 paper "Constrained Graphic Layout Generation via Latent Optimization" (LayoutGAN++, CLG-LO, and Layout evaluation)

ShangtongZhang /DistributedES

Distributed implementation of popular evolutionary methods

ferreirafabio /autoresearch-automl

Can LLMs beat classical HPO? A benchmark comparing classical, LLM-based, and hybrid methods on Karpathy's autoresearch.

smkalami /ypea

Yarpiz Evolutionary Algorithms Toolbox for MATLAB

jbrea /CMAEvolutionStrategy.jl

A julia implementation of the CMA Evolution Strategy for derivative-free optimization of potentially non-linear, non-convex or noisy functions over continuous domains.

EvoConJP /CMA-ES_with_Margin

(GECCO 2022) CMA-ES with Margin: Lower-Bounding Marginal Probability for Mixed-Integer Black-Box Optimization

lamda-bbo /BBOPlace-Bench

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

eulogik /fugusashi

Fugusashi — Federated Learning of LLM Routing with Human-Interpretable Decisions. Open-source alternative to Sakana AI Fugu.

icaros-usc /dqd-rl

Official implementation of "Approximating Gradients for Differentiable Quality Diversity in Reinforcement Learning"

BrunooCS /World-Model-2018

Modern PyTorch implementation of World Models with interactive notebooks for the Car Racing environment. Features VAE vision model, MDN-RNN memory system, and CMA-ES controller with visualization tools. Complete end-to-end reinforcement learning pipeline with clean, well-documented code.

FlorinAndrei /fast_feature_selection

Genetic algorithms and CMA-ES (covariance matrix adaptation evolution strategy) for efficient feature selection

nomuramasahir0 /crfmnes

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

smkalami /ypea108-cma-es

CMA-ES in MATLAB

yn-cloud /CMAES.NET

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

FloopCZ /echo-state-networks

High-performance Echo State Network simulation, optimization and visualization in modern C++.

Dicklesworthstone /cmaes_explainer

An introduction and explanation of the incredible CMA-ES optimization algorithm.