Zeyuan Ma

1. LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation
   2024/03/02 by Zeyuan Ma, Ma, Zeyuan, Hongshu Guo +11 · 14 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques #Natural Language Processing Techniques #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC) #Software Engineering (cs.SE)
2. MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning
   2023/10/12 by Zeyuan Ma, Hongshu Guo, Ma, Zeyuan +13 · 7 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE)
3. Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization
   2024/11/01 by Zeyuan Ma, Hongshu Guo, Ma, Zeyuan +7 · 7 citations
   Computer Science · Engineering · #Embedded Systems Design Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Parallel Computing and Optimization Techniques #Scheduling and Optimization Algorithms
4. ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning
   2024/12/10 by Hongshu Guo, Guo, Hongshu, Zeyuan Ma +11 · 5 citations
   Computer Science · Engineering · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Scheduling and Optimization Algorithms
5. Symbol: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning
   2024/02/04 by Jiacheng Chen, Chen, Jiacheng, Zeyuan Ma +9 · 3 citations
   Computer Science · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
6. Deep Reinforcement Learning for Dynamic Algorithm Selection: A Proof-of-Principle Study on Differential Evolution
   2024/03/04 by Hongshu Guo, Guo, Hongshu, Yining Ma +13 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
7. Meta-Black-Box-Optimization through Offline Q-function Learning
   2025/05/04 by Zeyuan Ma, Zhiguang Cao, Ma, Zeyuan +7 · 3 citations
   Computer Science · #Metaheuristic Optimization Algorithms Research
8. RLEMMO: Evolutionary Multimodal Optimization Assisted By Deep Reinforcement Learning
   2024/04/12 by Hongqiao Lian, Zeyuan Ma, Lian, Hongqiao +7 · 1 citation
   Computer Science · #Metaheuristic Optimization Algorithms Research