Zhenkun Wang

1. Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model
   2024/01/04 by Fei Liu, Xialiang Tong, Liu, Fei +13 · 91 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Metaheuristic Optimization Algorithms Research #Multimodal Machine Learning Applications #Neural and Evolutionary Computing (cs.NE) #Speech and dialogue systems
2. Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization
   2023/10/12 by Fu Luo, Xi Lin, Luo, Fu +7 · 47 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC) #Vehicle Routing Optimization Methods
3. Monte Carlo Tree Search for Comprehensive Exploration in LLM-Based Automatic Heuristic Design
   2025/01/15 by Zhi Zheng, Zhuoliang Xie, Zheng, Zhi +5 · 1 voice · 35 citations
   Computer Science · Engineering · #cs.AI
4. A Systematic Survey on Large Language Models for Algorithm Design
   2024/10/11 by Fei Liu, Yiming Yao, Liu, Fei +20 · 27 citations
   Computer Science · Health Professions · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Text and Document Classification Technologies #Topic Modeling
5. Smooth Tchebycheff Scalarization for Multi-Objective Optimization
   2024/02/29 by Xi Lin, Xiaoyuan Zhang, Lin, Xi +9 · 15 citations
   Computer Science · Engineering · #Advanced Control Systems Optimization #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
6. Multi-objective Evolution of Heuristic Using Large Language Model
   2024/09/25 by Shunyu Yao, Yao, Shunyu, Fei Liu +9 · 22 citations
   Computer Science · #Advanced Text Analysis Techniques #Text and Document Classification Technologies #Topic Modeling
7. UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems
   2024/06/29 by Zhi Zheng, Changliang Zhou, Zheng, Zhi +7 · 16 citations
   Computer Science · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #Cognitive Computing and Networks #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
8. Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models
   2024/07/15 by Rui Zhang, Fei Liu, Zhang, Rui +9 · 14 citations
   Engineering · #Artificial Intelligence (cs.AI) #Design Education and Practice #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
9. LLM4AD: A Platform for Algorithm Design with Large Language Model
   2024/12/23 by Fei Liu, Liu, Fei, Rui Zhang +18 · 13 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques
10. DPN: Decoupling Partition and Navigation for Neural Solvers of Min-max Vehicle Routing Problems
    2024/05/27 by Zheng Zhi, Shunyu Yao, Zheng, Zhi +9 · 9 citations
    Engineering · #Advanced Manufacturing and Logistics Optimization #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Vehicle License Plate Recognition #Vehicle Routing Optimization Methods
11. Self-Improved Learning for Scalable Neural Combinatorial Optimization
    2024/03/28 by Fu Luo, Luo, Fu, Xi Lin +9 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
12. CaDA: Cross-Problem Routing Solver with Constraint-Aware Dual-Attention
    2024/11/30 by Li Han, Fei Liu, Li, Han +7 · 11 citations
    Computer Science · #Constraint Satisfaction and Optimization #Service-Oriented Architecture and Web Services #Formal Methods in Verification
13. Few for Many: Tchebycheff Set Scalarization for Many-Objective Optimization
    2024/05/30 by Xi Lin, Lin, Xi, Yilu Liu +9 · 4 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
14. MTL-KD: Multi-Task Learning Via Knowledge Distillation for Generalizable Neural Vehicle Routing Solver
    2025/06/03 by Fu Luo, Zheng, Yuepeng, Zhenkun Wang +6 · 3 citations
    Computer Science · Engineering · #FOS: Computer and information sciences #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Manufacturing Process and Optimization #Vehicle License Plate Recognition