Hongshu Guo

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 13

Top Topics

Optimization Problems

Reinforcement Learning

Exploration Exploitation Tradeoff

Top Venues

IEEE Trans. Syst. Man Cybern. Syst.

Publications

Hongshu Guo, Yining Ma, Zeyuan Ma, Jiacheng Chen, Xinglin Zhang, Zhiguang Cao, Jun Zhang, Yue-Jiao Gong
Deep Reinforcement Learning for Dynamic Algorithm Selection: A Proof-of-Principle Study on Differential Evolution. CoRR (2024)
Jiacheng Chen, Zeyuan Ma, Hongshu Guo, Yining Ma, Jie Zhang, Yue-Jiao Gong
Symbol: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning. CoRR (2024)
Zeyuan Ma, Jiacheng Chen, Hongshu Guo, Yining Ma, Yue-Jiao Gong
Auto-configuring Exploration-Exploitation Tradeoff in Evolutionary Computation via Deep Reinforcement Learning. GECCO (2024)
Hongqiao Lian, Zeyuan Ma, Hongshu Guo, Ting Huang, Yue-Jiao Gong
RLEMMO: Evolutionary Multimodal Optimization Assisted By Deep Reinforcement Learning. GECCO (2024)
Hongshu Guo, Yining Ma, Zeyuan Ma, Jiacheng Chen, Xinglin Zhang, Zhiguang Cao, Jun Zhang, Yue-Jiao Gong
Deep Reinforcement Learning for Dynamic Algorithm Selection: A Proof-of-Principle Study on Differential Evolution. IEEE Trans. Syst. Man Cybern. Syst. 54 (7) (2024)
Hongqiao Lian, Zeyuan Ma, Hongshu Guo, Ting Huang, Yue-Jiao Gong
RLEMMO: Evolutionary Multimodal Optimization Assisted By Deep Reinforcement Learning. CoRR (2024)
Jiacheng Chen, Zeyuan Ma, Hongshu Guo, Yining Ma, Jie Zhang, Yue-Jiao Gong
SYMBOL: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning. ICLR (2024)
Zeyuan Ma, Jiacheng Chen, Hongshu Guo, Yining Ma, Yue-Jiao Gong
Auto-configuring Exploration-Exploitation Tradeoff in Evolutionary Computation via Deep Reinforcement Learning. CoRR (2024)
Zeyuan Ma, Hongshu Guo, Jiacheng Chen, Guojun Peng, Zhiguang Cao, Yining Ma, Yue-Jiao Gong
LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation. CoRR (2024)
Si-chao Lei, Hongshu Guo, Xiaolin Xiao, Yue-Jiao Gong, Jun Zhang
A High-Performance Tensorial Evolutionary Computation for Solving Spatial Optimization Problems. ICONIP (7) (2023)
Zeyuan Ma, Hongshu Guo, Jiacheng Chen, Zhenrui Li, Guojun Peng, Yue-Jiao Gong, Yining Ma, Zhiguang Cao
MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning. CoRR (2023)
Zeyuan Ma, Hongshu Guo, Jiacheng Chen, Zhenrui Li, Guojun Peng, Yue-Jiao Gong, Yining Ma, Zhiguang Cao
MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning. NeurIPS (2023)
Zeyuan Ma, Hongshu Guo, Yinxuan Gui, Yue-Jiao Gong
An efficient computational approach for automatic itinerary planning on web servers. GECCO (2021)
Monan Wang, Hongshu Guo, Zhang Meng
The study of the fixation for femoral neck fracture based on finite element method. EMEIT (2011)