Accelerated Quality-Diversity

A bare-bones Python library for quality diversity optimization.

A Python 3 gradient-free optimization library

A collection of papers on divergence and quality diversity

Evolutionary Computation: A Modern Perspective |<...>| This is an online book, which is free-access and actively-updated (1st Edition: from 2023 to 2027).

Train or evolve controllable and diverse level-generators.

Repository for "Toward Artificial Open-Ended Evolution within Lenia using Quality-Diversity" (ALIFE 2024).

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

Repository for "Quality-Diversity Actor-Critic: Learning High-Performing and Diverse Behaviors via Value and Successor Features Critics" (ICML 2024).

Discovering Quality-Diversity Algorithms via Meta-Black-Box Optimization

🧬 Self-optimizing vector database using MAP-Elites. 51x faster than ChromaDB, 82x faster than LanceDB, 100% recall. Auto-evolves optimal index configs via Quality Diversity.

High-performance JAX-powered simulator for robotic navigation in 2D mazes, optimized for Quality-Diversity algorithm research and benchmarking.

Bayesian Illumination is an accelerated generative model for optimization of small molecules.

Argenomic is a quality-diversity (or illumination) algorithm for optimization of small organic molecules.

Adaptable Agent Populations via a Generative Model of Policies

Application of MAP-Elites algorithm for crystal structure prediction

Official implementation of ICLR'24 spotlight paper "Sample-Efficient Quality-Diversity by Cooperative Coevolution".

DCG-MAP-Elites GECCO 2023 Best Paper Award + DCRL-MAP-Elites ACM TELO 2024

Feasible-Infeasible MAP-Elites applied to room-based level generation

Official repository of ICML'24 paper "Quality-Diversity with Limited Resources".

Official implementation of IJCAI'23 paper "Multi-objective Optimization-based Selection for Quality-Diversity by Non-surrounded-dominated Sorting"

This is the repository for the paper Hierarchical Quality-Diversity for Online Damage Recovery which was accepted at GECCO 2022.

Accelerated Black-Box Optimization Benchmark in JAX

MSc research project on application of Quality-Diversity algorithms for crystal structure prediction

Interpretable Multi Agent Reinforcement Learning with a Quality DIversity Approach

Implementation of Farm Surveillance Problem introduced in Optimizing Camera Placement for Chicken Farm Monitoring

MSc thesis Prototype: Quality Diversity (MAP‑Elites) for procedural racing tracks. Voronoi/Convex Hull generators → spline tracks → headless TORCS sims → UMAP‑guided behavior space → web visualizer.

Diverse Instance Generator with Quality Diversity and Evolutionary Computation

MAP-Elites algorithms for search space illumination

A battle-hardened evolutionary computation engine for Rust.