Evolutionary Algorithm

CAML: A Conflict-Aware Molecular Language Model Merging Framework for Multi-Constraint Molecular Generation ACL 2026 Cognitive Alpha Mining via LLM-Driven Code-Based Evolution ACL 2026 Evolutionary Search for Automated Design of Uncertainty Quantification Methods ACL 2026 EVOTOOL: Self-Evolving Tool-Use Policy Optimization in LLM Agents via Blame-Aware Mutation and Diversity-Aware Selection ACL 2026 Nature-Inspired Population-Based Evolution of Large Language Models ACL 2026 RAISE: Requirement-Adaptive Evolutionary Refinement for Training-Free Text-to-Image Alignment CVPR 2026 Balanced Adaptive Subspace Collaboration for Mixed Pareto-Lexicographic Multi-Objective Problems with Priority Levels AAAI 2025 Learning mirror maps in policy mirror descent ICLR 2025 NLP-Cimat at SemEval-2025 Task 11: Prompt Optimization for LLMs via Genetic Algorithms and Systematic Mutation applied on Emotion Detection SemEval 2025 Procedural Synthesis of Synthesizable Molecules ICLR 2025 Stein Variational Evolution Strategies UAI 2025 A Novel Evolutionary Multitasking Feature Selection Approach for Genomic Data Classification ACML 2024 Label Consistency-based Worker Filtering for Crowdsourcing UAI 2024 Quality-Diversity through AI Feedback ICLR 2024 Sample-Efficient Quality-Diversity by Cooperative Coevolution ICLR 2024 Equilibrium Point Learning ACML 2023 ERL-Re$^2$: Efficient Evolutionary Reinforcement Learning with Shared State Representation and Individual Policy Representation ICLR 2023 Evolutionary Neural Architecture Search for Multivariate Time Series Forecasting ACML 2023 Evolving Populations of Diverse RL Agents with MAP-Elites ICLR 2023 NeuroEvoBench: Benchmarking Evolutionary Optimizers for Deep Learning Applications NeurIPS 2023 Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery ICLR 2023 Quality-Similar Diversity via Population Based Reinforcement Learning ICLR 2023 EENAS: An Efficient Evolutionary Algorithm for Neural Architecture Search ACML 2022 Deep Innovation Protection: Confronting the Credit Assignment Problem in Training Heterogeneous Neural Architectures AAAI 2021 Genetic Soft Updates for Policy Evolution in Deep Reinforcement Learning ICLR 2021