| EvoRL: A GPU-accelerated Framework for Evolutionary Reinforcement Learning | Jan 25, 2025 | BenchmarkingEvolutionary Algorithms | CodeCode Available | 7 |
| Evolutionary Optimization of Model Merging Recipes | Mar 19, 2024 | Evolutionary AlgorithmsMath | CodeCode Available | 5 |
| GPU-accelerated Evolutionary Many-objective Optimization Using Tensorized NSGA-III | Apr 8, 2025 | Computational EfficiencyCPU | CodeCode Available | 3 |
| Bridging Evolutionary Algorithms and Reinforcement Learning: A Comprehensive Survey on Hybrid Algorithms | Jan 22, 2024 | Evolutionary Algorithmsreinforcement-learning | CodeCode Available | 3 |
| Automated Formulaic Alpha Generation for Quantitative Investing using Evolutionary Algorithms | Mar 13, 2022 | Evolutionary Algorithms | CodeCode Available | 3 |
| Diffusion Models are Evolutionary Algorithms | Oct 3, 2024 | DenoisingEvolutionary Algorithms | CodeCode Available | 3 |
| ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution | Feb 2, 2024 | Combinatorial OptimizationEvolutionary Algorithms | CodeCode Available | 3 |
| Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap | Jan 18, 2024 | Code GenerationEvolutionary Algorithms | CodeCode Available | 2 |
| Modern Evolution Strategies for Creativity: Fitting Concrete Images and Abstract Concepts | Sep 18, 2021 | Evolutionary Algorithms | CodeCode Available | 2 |
| A Multi-objective Optimization Benchmark Test Suite for Real-time Semantic Segmentation | Apr 25, 2024 | Autonomous DrivingEvolutionary Algorithms | CodeCode Available | 2 |
| Mergenetic: a Simple Evolutionary Model Merging Library | May 16, 2025 | Evolutionary Algorithmsmodel | CodeCode Available | 2 |
| LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorch | Sep 4, 2024 | Evolutionary AlgorithmsFairness | CodeCode Available | 2 |
| EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms | Jun 20, 2024 | Evolutionary Algorithms | CodeCode Available | 2 |
| Efficient Evolutionary Search Over Chemical Space with Large Language Models | Jun 23, 2024 | Drug DesignEvolutionary Algorithms | CodeCode Available | 2 |
| PyPop7: A Pure-Python Library for Population-Based Black-Box Optimization | Dec 12, 2022 | BenchmarkingEvolutionary Algorithms | CodeCode Available | 2 |
| Rank-based Non-dominated Sorting | Mar 25, 2022 | Evolutionary Algorithms | CodeCode Available | 2 |
| Multi-objective optimization via evolutionary algorithm (MOVEA) for high-definition transcranial electrical stimulation of the human brain | Nov 10, 2022 | Evolutionary Algorithms | CodeCode Available | 1 |
| LLM Guided Evolution - The Automation of Models Advancing Models | Mar 18, 2024 | AutoMLDecision Making | CodeCode Available | 1 |
| Neural Architecture Search in Graph Neural Networks | Jul 31, 2020 | Evolutionary AlgorithmsNeural Architecture Search | CodeCode Available | 1 |
| Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study | Jun 15, 2024 | Evolutionary Algorithms | CodeCode Available | 1 |
| HAWKS: Evolving Challenging Benchmark Sets for Cluster Analysis | Feb 13, 2021 | BenchmarkingClustering | CodeCode Available | 1 |
| Hybrid Self-Attention NEAT: A novel evolutionary approach to improve the NEAT algorithm | Dec 7, 2021 | Atari GamesEvolutionary Algorithms | CodeCode Available | 1 |
| Knowledge Fusion By Evolving Weights of Language Models | Jun 18, 2024 | DecoderEvolutionary Algorithms | CodeCode Available | 1 |
| JANUS: Parallel Tempered Genetic Algorithm Guided by Deep Neural Networks for Inverse Molecular Design | Jun 7, 2021 | Active LearningEvolutionary Algorithms | CodeCode Available | 1 |
| Large Language Model for Multi-objective Evolutionary Optimization | Oct 19, 2023 | Evolutionary AlgorithmsLanguage Modeling | CodeCode Available | 1 |
| Large Language Models as Evolutionary Optimizers | Oct 29, 2023 | Combinatorial OptimizationEvolutionary Algorithms | CodeCode Available | 1 |
| NPENAS: Neural Predictor Guided Evolution for Neural Architecture Search | Mar 28, 2020 | Bayesian OptimizationEvolutionary Algorithms | CodeCode Available | 1 |
| Local Search is a Remarkably Strong Baseline for Neural Architecture Search | Apr 20, 2020 | Evolutionary Algorithmsimage-classification | CodeCode Available | 1 |
| MToP: A MATLAB Optimization Platform for Evolutionary Multitasking | Dec 13, 2023 | Evolutionary AlgorithmsTransfer Learning | CodeCode Available | 1 |
| Multimodal Multi-objective Optimization: Comparative Study of the State-of-the-Art | Jul 11, 2022 | DiversityEvolutionary Algorithms | CodeCode Available | 1 |
| Evolutionary Neural AutoML for Deep Learning | Feb 18, 2019 | AutoMLDeep Learning | CodeCode Available | 1 |
| Evolutionary Large Language Model for Automated Feature Transformation | May 25, 2024 | Efficient ExplorationEvolutionary Algorithms | CodeCode Available | 1 |
| EVOS: Efficient Implicit Neural Training via EVOlutionary Selector | Dec 13, 2024 | Evolutionary AlgorithmsSelection bias | CodeCode Available | 1 |
| Evaluation and Efficiency Comparison of Evolutionary Algorithms for Service Placement Optimization in Fog Architectures | Jan 17, 2025 | DiversityEvolutionary Algorithms | CodeCode Available | 1 |
| Efficient Generator of Mathematical Expressions for Symbolic Regression | Feb 20, 2023 | Evolutionary Algorithmsregression | CodeCode Available | 1 |
| Enhancing SAEAs with Unevaluated Solutions: A Case Study of Relation Model for Expensive Optimization | Sep 21, 2023 | Evolutionary AlgorithmsRelation | CodeCode Available | 1 |
| Explainable Benchmarking for Iterative Optimization Heuristics | Jan 31, 2024 | BenchmarkingEvolutionary Algorithms | CodeCode Available | 1 |
| EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers | Sep 15, 2023 | Evolutionary Algorithms | CodeCode Available | 1 |
| Accelerating genetic optimization of nonlinear model predictive control by learning optimal search space size | May 14, 2023 | Evolutionary AlgorithmsModel Predictive Control | CodeCode Available | 1 |
| ELEA -- Build your own Evolutionary Algorithm in your Browser | Feb 13, 2023 | Evolutionary Algorithms | CodeCode Available | 1 |
| EpidemiOptim: A Toolbox for the Optimization of Control Policies in Epidemiological Models | Oct 9, 2020 | Deep Reinforcement LearningEpidemiology | CodeCode Available | 1 |
| ERL-Re^2: Efficient Evolutionary Reinforcement Learning with Shared State Representation and Individual Policy Representation | Oct 26, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Differential Evolution with Reversible Linear Transformations | Feb 7, 2020 | DiversityEvolutionary Algorithms | CodeCode Available | 1 |
| Cognitive Evolutionary Search to Select Feature Interactions for Click-Through Rate Prediction | Aug 1, 2023 | Click-Through Rate PredictionEvolutionary Algorithms | CodeCode Available | 1 |
| Competitiveness of MAP-Elites against Proximal Policy Optimization on locomotion tasks in deterministic simulations | Sep 17, 2020 | Evolutionary AlgorithmsReinforcement Learning (RL) | CodeCode Available | 1 |
| A Survey On (Stochastic Fractal Search) Algorithm | Jan 25, 2021 | Evolutionary AlgorithmsSurvey | CodeCode Available | 1 |
| Benchmarking Algorithms for Submodular Optimization Problems Using IOHProfiler | Feb 2, 2023 | BenchmarkingEvolutionary Algorithms | CodeCode Available | 1 |
| A First Look at Kolmogorov-Arnold Networks in Surrogate-assisted Evolutionary Algorithms | May 26, 2024 | Evolutionary AlgorithmsKolmogorov-Arnold Networks | CodeCode Available | 1 |
| IOHanalyzer: Detailed Performance Analyses for Iterative Optimization Heuristics | Jul 8, 2020 | Bayesian OptimizationBenchmarking | CodeCode Available | 1 |
| A Study of a Genetic Algorithm for Polydisperse Spray Flames | Aug 11, 2020 | Evolutionary Algorithms | CodeCode Available | 1 |
