Evolutionary Reinforcement Learning: A Systematic Review and Future Directions
Fuente:
arXiv
Saved in:
| Main Authors: | Lin, Yuanguo, Lin, Fan, Cai, Guorong, Chen, Hong, Zou, Lixin, Wu, Pengcheng |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
EvoRL: A GPU-accelerated Framework for Evolutionary Reinforcement Learning
by: Zheng, Bowen, et al.
Published: (2025)
by: Zheng, Bowen, et al.
Published: (2025)
Learning to Transfer for Evolutionary Multitasking
by: Wu, Sheng-Hao, et al.
Published: (2024)
by: Wu, Sheng-Hao, et al.
Published: (2024)
Dealing with Structure Constraints in Evolutionary Pareto Set Learning
by: Lin, Xi, et al.
Published: (2023)
by: Lin, Xi, et al.
Published: (2023)
Evolutionary Reinforcement Learning for Interpretable Decision-Making in Supply Chain Management
by: Genetti, Stefano, et al.
Published: (2025)
by: Genetti, Stefano, et al.
Published: (2025)
A Multi-objective Evolutionary Algorithm Based on Bi-population with Uniform Sampling for Neural Architecture Search
by: Xue, Yu, et al.
Published: (2026)
by: Xue, Yu, et al.
Published: (2026)
Evolutionary Generative Optimization: Towards Fully Data-Driven Evolutionary Optimization via Generative Learning
by: Jiang, Tao, et al.
Published: (2025)
by: Jiang, Tao, et al.
Published: (2025)
Reinforcement Learning Informed Evolutionary Search for Autonomous Systems Testing
by: Humeniuk, Dmytro, et al.
Published: (2023)
by: Humeniuk, Dmytro, et al.
Published: (2023)
A Survey of Decomposition-Based Evolutionary Multi-Objective Optimization: Part I-Past and Future
by: Li, Ke
Published: (2024)
by: Li, Ke
Published: (2024)
Decoupling Constraint from Two Direction in Evolutionary Constrained Multi-objective Optimization
by: Sun, Ruiqing, et al.
Published: (2025)
by: Sun, Ruiqing, et al.
Published: (2025)
Advanced Multimodal Learning for Seizure Detection and Prediction: Concept, Challenges, and Future Directions
by: Ahmad, Ijaz, et al.
Published: (2026)
by: Ahmad, Ijaz, et al.
Published: (2026)
Aerial Reliable Collaborative Communications for Terrestrial Mobile Users via Evolutionary Multi-Objective Deep Reinforcement Learning
by: Sun, Geng, et al.
Published: (2025)
by: Sun, Geng, et al.
Published: (2025)
Evolutionary Reinforcement Learning via Cooperative Coevolution
by: Hu, Chengpeng, et al.
Published: (2024)
by: Hu, Chengpeng, et al.
Published: (2024)
Evolutionary Alternating Direction Method of Multipliers for Constrained Multi-Objective Optimization with Unknown Constraints
by: Li, Shuang, et al.
Published: (2024)
by: Li, Shuang, et al.
Published: (2024)
Ranking Constraints via Topological Dual-Directional Search in Evolutionary Multi-Objective Optimization
by: Sun, Ruiqing, et al.
Published: (2026)
by: Sun, Ruiqing, et al.
Published: (2026)
Runtime Analysis of Evolutionary NAS for Multiclass Classification
by: Lv, Zeqiong, et al.
Published: (2025)
by: Lv, Zeqiong, et al.
Published: (2025)
EvoGM: Learning to Merge LLMs via Evolutionary Generative Optimization
by: Jiang, Tao, et al.
Published: (2026)
by: Jiang, Tao, et al.
Published: (2026)
G-EvoNAS: Evolutionary Neural Architecture Search Based on Network Growth
by: Zou, Juan, et al.
Published: (2024)
by: Zou, Juan, et al.
Published: (2024)
Learning Where, What and How to Transfer: A Multi-Role Reinforcement Learning Approach for Evolutionary Multitasking
by: Zhan, Jiajun, et al.
Published: (2025)
by: Zhan, Jiajun, et al.
Published: (2025)
Clustering-Based Evolutionary Federated Multiobjective Optimization and Learning
by: Xiao, Chengui, et al.
Published: (2025)
by: Xiao, Chengui, et al.
Published: (2025)
Evolutionary Optimization of Deep Learning Agents for Sparrow Mahjong
by: O'Connor, Jim, et al.
Published: (2025)
by: O'Connor, Jim, et al.
Published: (2025)
ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning
by: Guo, Hongshu, et al.
Published: (2024)
by: Guo, Hongshu, et al.
Published: (2024)
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods
by: Zhou, Chenlin, et al.
Published: (2024)
by: Zhou, Chenlin, et al.
Published: (2024)
RLEMMO: Evolutionary Multimodal Optimization Assisted By Deep Reinforcement Learning
by: Lian, Hongqiao, et al.
Published: (2024)
by: Lian, Hongqiao, et al.
Published: (2024)
Evolutionary Warm-Starts for Reinforcement Learning in Industrial Continuous Control
by: Maus, Tom, et al.
Published: (2026)
by: Maus, Tom, et al.
Published: (2026)
Large Language Models as Evolutionary Optimizers
by: Liu, Shengcai, et al.
Published: (2023)
by: Liu, Shengcai, et al.
Published: (2023)
Auto-configuring Exploration-Exploitation Tradeoff in Evolutionary Computation via Deep Reinforcement Learning
by: Ma, Zeyuan, et al.
Published: (2024)
by: Ma, Zeyuan, et al.
Published: (2024)
Phylogeny-Informed Interaction Estimation Accelerates Co-Evolutionary Learning
by: Garbus, Jack, et al.
Published: (2024)
by: Garbus, Jack, et al.
Published: (2024)
Efficiently Tackling Million-Dimensional Multiobjective Problems: A Direction Sampling and Fine-Tuning Approach
by: Hong, Haokai, et al.
Published: (2023)
by: Hong, Haokai, et al.
Published: (2023)
A Two-stage Evolutionary Framework For Multi-objective Optimization
by: Chen, Peng, et al.
Published: (2024)
by: Chen, Peng, et al.
Published: (2024)
A Theoretical Analysis of Analogy-Based Evolutionary Transfer Optimization
by: Xue, Xiaoming, et al.
Published: (2025)
by: Xue, Xiaoming, et al.
Published: (2025)
A Novel Dual-Stage Evolutionary Algorithm for Finding Robust Solutions
by: Du, Wei, et al.
Published: (2024)
by: Du, Wei, et al.
Published: (2024)
Enhanced Ideal Objective Vector Estimation for Evolutionary Multi-Objective Optimization
by: Zheng, Ruihao, et al.
Published: (2025)
by: Zheng, Ruihao, et al.
Published: (2025)
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization
by: Wang, Zeyi, et al.
Published: (2024)
by: Wang, Zeyi, et al.
Published: (2024)
Evolutionary Spiking Neural Networks: A Survey
by: Shen, Shuaijie, et al.
Published: (2024)
by: Shen, Shuaijie, et al.
Published: (2024)
A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving
by: Zhang, Yisong, et al.
Published: (2025)
by: Zhang, Yisong, et al.
Published: (2025)
EvoX: A Distributed GPU-accelerated Framework for Scalable Evolutionary Computation
by: Huang, Beichen, et al.
Published: (2023)
by: Huang, Beichen, et al.
Published: (2023)
Robust Dynamic Material Handling via Adaptive Constrained Evolutionary Reinforcement Learning
by: Hu, Chengpeng, et al.
Published: (2025)
by: Hu, Chengpeng, et al.
Published: (2025)
Morephy-Net: An Evolutionary Multi-objective Optimization for Replica-Exchange-based Physics-informed Neural Operator Learning Networks
by: Lu, Binghang, et al.
Published: (2025)
by: Lu, Binghang, et al.
Published: (2025)
Evolutionary Biparty Multiobjective UAV Path Planning: Problems and Empirical Comparisons
by: Chen, Kesheng, et al.
Published: (2026)
by: Chen, Kesheng, et al.
Published: (2026)
Multiple-gain Estimation for Running Time of Evolutionary Combinatorial Optimization
by: Huang, Min, et al.
Published: (2025)
by: Huang, Min, et al.
Published: (2025)
Similar Items
-
EvoRL: A GPU-accelerated Framework for Evolutionary Reinforcement Learning
by: Zheng, Bowen, et al.
Published: (2025) -
Learning to Transfer for Evolutionary Multitasking
by: Wu, Sheng-Hao, et al.
Published: (2024) -
Dealing with Structure Constraints in Evolutionary Pareto Set Learning
by: Lin, Xi, et al.
Published: (2023) -
Evolutionary Reinforcement Learning for Interpretable Decision-Making in Supply Chain Management
by: Genetti, Stefano, et al.
Published: (2025) -
A Multi-objective Evolutionary Algorithm Based on Bi-population with Uniform Sampling for Neural Architecture Search
by: Xue, Yu, et al.
Published: (2026)