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Deep Reinforcement Learning Based on Search Space Independent Operators for Black-Box Continuous OptimizationOA

Deep Reinforcement Learning Based on Search Space Independent Operators for Black-Box Continuous Optimization

Ye Tian;Yisai Liu;Shangshang Yang;Xingyi Zhang

Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education,School of Computer Science and Technology,Anhui University,Hefei 230601,ChinaInstitutes of Physical Science and Information Technology,Anhui University,Hefei 230601,ChinaSchool of Artificial Intelligence,Anhui University,Hefei 230601,ChinaKey Laboratory of Intelligent Computing and Signal Processing of Ministry of Education,School of Computer Science and Technology,Anhui University,Hefei 230601,China

Black-box optimizationcontinuous optimizationmetaheuristicreinforcement learningsearch operator

Black-box optimizationcontinuous optimizationmetaheuristicreinforcement learningsearch operator

《自动化学报(英文版)》 2026 (4)

913-925,13

This work was supported in part by the National Natural Science Foundation of China(62136008,62276001,U21A20512,W2441019),the Anhui Provincial Natural Science Foundation(2308085J03),and the Excellent Youth Foundation of Anhui Provincial Colleges(2022AH030013).

10.1109/JAS.2025.125444

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