Zhiguang Cao
- ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
2024/02/02 by Haoran Ye, Ye, Haoran, Jiarui Wang +8 · 75 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- NeuroLKH: Combining Deep Learning Model with Lin-Kernighan-Helsgaun Heuristic for Solving the Traveling Salesman Problem
2021/10/15 by Liang Xin, Wen Song, Xin, Liang +5 · 13 citations
Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Transportation and Mobility Innovations #Vehicle License Plate Recognition #Vehicle Routing Optimization Methods
- Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning
2020/10/23 by Cong Zhang, Wen Song, Zhang, Cong +9 · 12 citations
Engineering · Computer Science · #Scheduling and Optimization Algorithms #Advanced Manufacturing and Logistics Optimization #Optimization and Search Problems
- DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization
2023/09/25 by Haoran Ye, Ye, Haoran, Jiarui Wang +7 · 17 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Robotic Path Planning Algorithms #Vehicle Routing Optimization Methods
- Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer
2021/10/06 by Yining Ma, Jingwen Li, Ma, Yining +11 · 11 citations
Engineering · Computer Science · #Vehicle Routing Optimization Methods #Metaheuristic Optimization Algorithms Research #Optimization and Packing Problems
- GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time
2023/12/13 by Haoran Ye, Jiarui Wang, Ye, Haoran +9 · 16 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Vehicle License Plate Recognition
- Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt
2023/10/27 by Yining Ma, Zhiguang Cao, Ma, Yining +3 · 17 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms #Vehicle Routing Optimization Methods
- Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems
2020/12/19 by Liang Xin, Wen Song, Xin, Liang +5 · 11 citations
Engineering · #Vehicle Routing Optimization Methods #Assembly Line Balancing Optimization
- LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation
2024/03/02 by Zeyuan Ma, Hongshu Guo, Ma, Zeyuan +11 · 15 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)
- MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts
2024/05/02 by Jianan Zhou, Zhou, Jianan, Zhiguang Cao +11 · 13 citations
Engineering · Computer Science · #Transportation and Mobility Innovations #Vehicle Routing Optimization Methods #Multi-Agent Systems and Negotiation
- Towards Omni-generalizable Neural Methods for Vehicle Routing Problems
2023/05/31 by Jianan Zhou, Yaoxin Wu, Zhou, Jianan +7 · 10 citations
Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Vehicle License Plate Recognition #Vehicle Routing Optimization Methods
- Learning Large Neighborhood Search Policy for Integer Programming
2021/11/01 by Yaoxin Wu, Wu, Yaoxin, Wen Song +5 · 6 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Optimization and Control (math.OC) #Reinforcement Learning in Robotics #Vehicle Routing Optimization Methods
- Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation
2022/10/14 by Jieyi Bi, Bi, Jieyi, Yining Ma +11 · 7 citations
Engineering · #Vehicle License Plate Recognition #Vehicle Routing Optimization Methods
- 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)
- Efficient Meta Neural Heuristic for Multi-Objective Combinatorial Optimization
2023/10/22 by Jinbiao Chen, Jiahai Wang, Chen, Jinbiao +9 · 4 citations
Computer Science · Engineering · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Vehicle Routing Optimization Methods
- Learning to Solve Routing Problems via Distributionally Robust Optimization
2022/02/15 by Yuan Jiang, Jiang, Yuan, Yaoxin Wu +5 · 3 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG) #Machine Learning and ELM #Text and Document Classification Technologies
- Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement
2023/10/22 by Jinbiao Chen, Chen, Jinbiao, Zizhen Zhang +11 · 3 citations
Computer Science · Decision Sciences · #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) #Resource-Constrained Project Scheduling
- Learning to Handle Complex Constraints for Vehicle Routing Problems
2024/10/28 by Jieyi Bi, Bi, Jieyi, Yining Ma +11 · 5 citations
Engineering · #Advanced Manufacturing and Logistics Optimization #Vehicle Routing Optimization Methods
- 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
- 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)
- An Efficient Diffusion-based Non-Autoregressive Solver for Traveling Salesman Problem
2025/01/23 by Mingzhao Wang, You Zhou, Wang, Mingzhao +16 · 4 citations
Computer Science · Mathematics · Engineering · #Metaheuristic Optimization Algorithms Research #Graph theory and applications #Vehicle Routing Optimization Methods
- DualOpt: A Dual Divide-and-Optimize Algorithm for the Large-scale Traveling Salesman Problem
2025/01/15 by Shipei Zhou, Zhou, Shipei, Yuandong Ding +7 · 2 citations
Computer Science · Engineering · #Advanced Manufacturing and Logistics Optimization #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Metaheuristic Optimization Algorithms Research #Vehicle Routing Optimization Methods
- Learning to Solve Multiple-TSP with Time Window and Rejections via Deep Reinforcement Learning
2022/09/13 by Rongkai Zhang, Cong Zhang, Zhang, Rongkai +13 · 1 citation
Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Transportation and Mobility Innovations #Urban and Freight Transport Logistics #Vehicle Routing Optimization Methods
- Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling
2022/11/20 by Cong Zhang, Zhiguang Cao, Zhang, Cong +6 · 1 citation
Engineering · #Scheduling and Optimization Algorithms
- SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy
2025/06/10 by Yong Liang Goh, Goh, Yong Liang, Zhiguang Cao +9 · 2 citations
Engineering · Computer Science · #Vehicle Routing Optimization Methods #Complexity and Algorithms in Graphs #Advanced Optical Network Technologies
- Learning Topological Representations with Bidirectional Graph Attention Network for Solving Job Shop Scheduling Problem
2024/02/27 by Cong Zhang, Zhiguang Cao, Zhang, Cong +7 · 1 citation
Engineering · #Scheduling and Optimization Algorithms #Advanced Manufacturing and Logistics Optimization
- Adaptive Stabilization Based on Machine Learning for Column Generation
2024/05/18 by Yunzhuang Shen, Shen, Yunzhuang, Yuan Sun +9 · 1 citation
Computer Science · Engineering · #Advanced Algorithms and Applications #Advanced Computational Techniques and Applications #Advanced Decision-Making Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC)
- 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
- VAGPO: Vision-augmented Asymmetric Group Preference Optimization for Graph Routing Problems
2025/08/03 by Shiyan Liu, Bo Tan, Liu, Shiyan +5 · 1 citation
Computer Science · Engineering · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Complex Network Analysis Techniques #Complexity and Algorithms in Graphs #FOS: Computer and information sciences #Machine Learning (cs.LG) #Vehicle Routing Optimization Methods
- LaT: LLM-as-Trainer for Multi-Task Vehicle Routing Solvers
2026/07/20 by Yang Wang, Ya-Hui Jia, Wei-Neng Chen +3
#cs.AI