Ouyang, Wenbin

1. Learning to Configure Separators in Branch-and-Cut
   2023/11/08 by Li, Sirui, Ouyang, Wenbin, Paulus, Max B. +1 · 3 citations
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
2. Generalization in Deep RL for TSP Problems via Equivariance and Local Search
   2021/10/07 by Wenbin Ouyang, Ouyang, Wenbin, Yisen Wang +5 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Reinforcement Learning in Robotics
3. Improving Generalization of Deep Reinforcement Learning-based TSP Solvers
   2021/10/06 by Wenbin Ouyang, Ouyang, Wenbin, Yisen Wang +7 · 1 citation
   Engineering · Computer Science · #Vehicle Routing Optimization Methods #Metaheuristic Optimization Algorithms Research #Reinforcement Learning in Robotics
4. Learning-Guided Rolling Horizon Optimization for Long-Horizon Flexible Job-Shop Scheduling
   2025/02/18 by Sirui Li, Wenbin Ouyang, Li, Sirui +5 · 3 citations
   Engineering · #Scheduling and Optimization Algorithms #Advanced Manufacturing and Logistics Optimization
5. 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
6. AlphaOPT: Formulating Optimization Programs with Self-Improving LLM Experience Library
   2025/10/21 by Kong, Minwei, Qu, Ao, Guo, Xiaotong +12 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences