Black-box optimization framework for R.

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

Flexible Bayesian Optimization in R

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

QROA: A Black-Box Query-Response Optimization Attack on LLMs

Black-box optimization for real-world scenario

A collection of MetaBBO papers and code sources

MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning (https://arxiv.org/abs/2310.08252)

[JMLR-2024] PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially their *Large-Scale* versions/variants (-> evolutionary algorithms/swarm-based optimizers/pattern search/...).

Python library for CMA Evolution Strategy.

Python implementation library of advanced Cooperation Coevolution framework

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

A derivative-free solver for general nonlinear optimization.

Benchmark for Biophysical Sequence Optimization Algorithms

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

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

DeepSeek and LLaMA Implementation for BBT (ICML22)

A benchmark library for Dynamic Algorithm Configuration.

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

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