Yining Ma
- Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer
2021/10/06 by Yining Ma, Ma, Yining, Jingwen Li +11 · 11 citations
Engineering · Computer Science · #Vehicle Routing Optimization Methods #Metaheuristic Optimization Algorithms Research #Optimization and Packing Problems
- 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
- 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)
- MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts
2024/05/02 by Jianan Zhou, Zhiguang Cao, Zhou, Jianan +11 · 13 citations
Engineering · Computer Science · #Transportation and Mobility Innovations #Vehicle Routing Optimization Methods #Multi-Agent Systems and Negotiation
- 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, Ma, Zeyuan, Hongshu Guo +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)
- Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement
2023/10/22 by Jinbiao Chen, Zizhen Zhang, Chen, Jinbiao +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
- Symbol: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning
2024/02/04 by Jiacheng Chen, Zeyuan Ma, Chen, Jiacheng +9 · 3 citations
Computer Science · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- 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)
- Large Language Model with Graph Convolution for Recommendation
2024/02/14 by Yingpeng Du, Ziyan Wang, Du, Yingpeng +15 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Topic Modeling
- Learning-Guided Rolling Horizon Optimization for Long-Horizon Flexible Job-Shop Scheduling
2025/02/18 by Sirui Li, Li, Sirui, Wenbin Ouyang +5 · 3 citations
Engineering · #Scheduling and Optimization Algorithms #Advanced Manufacturing and Logistics Optimization
- SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy
2025/06/10 by Yong Liang Goh, Zhiguang Cao, Goh, Yong Liang +9 · 2 citations
Engineering · Computer Science · #Vehicle Routing Optimization Methods #Complexity and Algorithms in Graphs #Advanced Optical Network Technologies
- Learning to Segment for Vehicle Routing Problems
2025/06/22 by Wenbin Ouyang, Sirui Li, Ouyang, Wenbin +5 · 4 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Complexity and Algorithms in Graphs #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO) #VLSI and FPGA Design Techniques #Vehicle Routing Optimization Methods
- ToolAnchor: Anchoring Counterfactual Context to Boost Agentic Tool-use Capability
2026/07/14 by Weiting Liu, Jieyi Bi, Wanqi Zhou +4
#cs.AI #cs.CV #cs.LG