Akang Wang

1. The Machine Learning for Combinatorial Optimization Competition (ML4CO):\n Results and Insights
   2022/03/04 by Maxime Gasse, Quentin Cappart, Gasse, Maxime +81 · 15 citations
   Engineering · #Optimization and Packing Problems #Vehicle Routing Optimization Methods #Maritime Ports and Logistics
2. PDHG-Unrolled Learning-to-Optimize Method for Large-Scale Linear Programming
   2024/06/04 by Bingheng Li, Li, Bingheng, Linxin Yang +19 · 9 citations
   Computer Science · Engineering · #Advanced Algorithms and Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural Networks and Applications #Optimization and Control (math.OC)
3. SymILO: A Symmetry-Aware Learning Framework for Integer Linear Optimization
   2024/09/29 by Qian Chen, Tianjian Zhang, Chen, Qian +13 · 3 citations
   Computer Science · Engineering · #FOS: Mathematics #Fault Detection and Control Systems #Machine Learning and Algorithms #Neural Networks and Applications #Optimization and Control (math.OC)
4. On Representing Convex Quadratically Constrained Quadratic Programs via Graph Neural Networks
   2024/11/21 by Chenyang Wu, Qian Chen, Wu, Chenyang +11 · 2 citations
   Computer Science · Engineering · Mathematics · #Advanced Control Systems Optimization #Advanced Optimization Algorithms Research #FOS: Mathematics #Machine Learning and Algorithms #Optimization and Control (math.OC)
5. IPM-LSTM: A Learning-Based Interior Point Method for Solving Nonlinear Programs
   2024/10/21 by Xiqi Gao, Jinxin Xiong, Gao, Xi +9 · 3 citations
   Computer Science · Mathematics · #Advanced Multi-Objective Optimization Algorithms #Advanced Optimization Algorithms Research #FOS: Mathematics #Numerical Methods and Algorithms #Optimization and Control (math.OC)
6. Efficient primal heuristics for mixed-integer linear programs
   2022/02/06 by Akang Wang, Linxin Yang, Wang, Akang +17 · 1 citation
   Computer Science · Mathematics · #Advanced Optimization Algorithms Research #Commutative Algebra and Its Applications #FOS: Mathematics #Metaheuristic Optimization Algorithms Research #Optimization and Control (math.OC)
7. An Efficient Unsupervised Framework for Convex Quadratic Programs via Deep Unrolling
   2024/12/02 by Linxin Yang, Yang, Linxin, Bingheng Li +15 · 2 citations
   Mathematics · Engineering · #Advanced Optimization Algorithms Research #Advanced Control Systems Optimization #Control Systems and Identification