Evolutionary Optimization

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19 papers in the last four weeks, up 90% on the four weeks before. 0.2% of all new papers.

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  1. FormalEvolve: Neuro-Symbolic Evolutionary Search for Diverse Autoformalization

    Mar 20, 2026Haijian Lu, Wei Wang, Jing LiuAutoformalizationInference-Time Search

    School of Artificial Intelligence, Xidian University, Xi’an, China · Beijing Institute for General Artificial Intelligence, Beijing, China

  2. KernelFoundry: Hardware-aware evolutionary GPU kernel optimization

    Mar 12, 2026Nina Wiedemann, Quentin Leboutet, Michael Paulitsch +2GPU Kernel OptimizationGPU Acceleration

    Intel Corporation

  3. NeuroWeaver: An Autonomous Evolutionary Agent for Exploring the Programmatic Space of EEG Analysis Pipelines

    Feb 13, 2026Guoan Wang, Shihao Yang, Feng LiuEvolutionary OptimizationEEG Decoding

    Department of Industrial and Systems Engineering, Rutgers, The State University of New Jersey, 96 Frelinghuysen Road, Piscataway, NJ 08854, USA

  4. ImprovEvolve: Basin-Hopping Meets LLM-Guided Evolutionary Search

    Feb 10, 2026Alexey Kravatskiy, Valentin Khrulkov, Ivan OseledetsAutomated Algorithm DiscoveryEvolutionary Optimization

    1MIRIAI, Russia · 2FusionBrain Lab, Russia · 3AXXX, Russia +1

  5. Online Regime-aware Calibration for Black-box Social Simulators via Posterior-assisted Evolutionary Dynamic Optimization

    Jan 27, 2026Peng Yang, Zhenhua Yang, Boquan Jiang +3Evolutionary OptimizationBlack-Box Optimization

    Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen 518055, China · Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China · Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen 518055, China +2

  6. An Evolutionary Framework for Automatic Optimization Benchmark Generation via Large Language Models

    Jan 19, 2026Yuhiro Ono, Tomohiro Harada, Yukiya MiuraEvolutionary OptimizationBenchmark Design

    Graduate School of Systems Design, Tokyo Metropolitan University, 6-6, Asahigaoka, Hino, 1910065, Tokyo, Japan. · Graduate School of Science and Engineering, Saitama University, 2552026 Shimo-okubo, Sakura-ku, Saitama, 3388570, Saitama, Japan.

  7. Decoupling Constraints from Two Directions for Evolutionary Constrained Multi-objective Optimization

    Dec 30, 2025Ruiqing Sun, Dawei Feng, Xing Zhou +6Evolutionary OptimizationMulti-Objective Evolutionary Optimization

    College of Computer Science and Technology, National University of Defense Technology, Changsha 410000, P.R. China · College of Intelligence Science and Technology, National University of Defense Technology, Changsha, 410000, P.R. China · State Key Laboratory of Complex & Critical Software Environment, College of Information and Communication, National University of Defense Technology, Wuhan 430019, P.R. China +1

  8. Evolution Strategies at Scale: LLM Fine-Tuning Beyond Reinforcement Learning

    Sep 29, 2025Xin Qiu, Yulu Gan, Conor F. Hayes +6Fine-TuningEvolutionary Optimization

    Cognizant AI Lab, San Francisco, CA, USA · Massachusetts Institute of Technology, Cambridge, MA, USA · University of California, Los Angeles, Los Angeles, CA, USA +1

  9. A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving

    Sep 10, 2025Yisong Zhang, Ran Cheng, Guoxing Yi +1Evolutionary OptimizationLarge Language Model-Guided Optimization

  10. ESSA: Evolutionary Strategies for Scalable Alignment

    Jul 6, 2025Daria Korotyshova, Boris Shaposhnikov, Alexey Malakhov +7LLM AlignmentEvolutionary Optimization

    T-Tech · Yandex

  11. Tuning without Peeking: Provable Generalization Bounds and Robust LLM Post-Training

    Jul 2, 2025Ismail Labiad, Mathurin Videau, Matthieu Kowalski +4Privacy-Preserving Language ModelsEvolutionary Optimization

    Meta FAIR · Université Paris-Saclay · LISN, Inria, CNRS +2

  12. Consensus-based optimization for closed-box adversarial attacks and a connection to evolution strategies

    Jun 30, 2025Tim Roith, Leon Bungert, Philipp WackerEvolutionary OptimizationBlack-Box Adversarial Attacks

    TUM School of Computation, Information and Technology and Munich Center for Machine Learning (MCML), Boltzmannstr. 3, 85748 Garching bei München, Germany · Institute of Mathematics, Center for Artificial Intelligence and Data Science (CAIDAS), University of Würzburg, Emil-Fischer-Str. 40, 97074 Würzburg, Germany · School of Mathematics and Statistics, University of Canterbury

  13. (θl,θuθ_l, θ_u)-Parametric Multi-Task Optimization: Joint Search in Solution and Infinite Task Spaces

    Mar 11, 2025Tingyang Wei, Jiao Liu, Abhishek Gupta +2Evolutionary OptimizationMulti-Task Optimization

  14. Small Molecule Optimization with Large Language Models

    Jul 26, 2024Philipp Guevorguian, Menua Bedrosian, Tigran Fahradyan +3Molecular OptimizationEvolutionary Optimization

    YerevaNN research lab, Yerevan, Armenia.

  15. PACEvolve: Enabling Progress-Aware Consistent Evolution

    Date pendingMinghao Yan, Bo Peng, Benjamin Coleman +13Evolutionary OptimizationLarge Language Model-Guided Optimization

    University of Wisconsin–Madison · Google · Google DeepMind +1

  16. Investigating Hyperparameter Optimization and Transferability for ES-HyperNEAT: A TPE Approach

    Date pendingRomain Claret, Michael O'Neill, Paul Cotofrei +1Evolutionary OptimizationHyperparameter Transfer

    University of Neuchâtel Neuchâtel, Switzerland · University College Dublin Dublin, Ireland