Learning Combinatorial Optimization Algorithms over Graphs

• Distributed Combinatorial Optimization of Downlink User Assignment in mmWave Cell-free Massive MIMO Using Graph Neural Networks

  2024 Globecom conference-paper Engineering Advanced MIMO Systems Optimization

  4

  citations
• Artificial Intelligence‐Based Detection of Local Spots in Network Materials Prone to Mechanical Failure

  2024 PAMM article Materials Science Machine Learning in Materials Science Open access

  0

  citations
• Learning to select the recombination operator for derivative-free optimization

  2024 Science China Mathematics article Computer Science Metaheuristic Optimization Algorithms Research Open access

  6

  citations
• One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction

  2023 International Joint Conference on Artificial Intelligence conference-paper Computer Science Constraint Satisfaction and Optimization Open access

  15

  citations
• Reinforcement Learning in Manufacturing Control: Baselines, challenges and ways forward

  2022 Engineering Applications of Artificial Intelligence article Engineering Scheduling and Optimization Algorithms Open access

  37

  citations
• Graph Neural Networks for Maximum Constraint Satisfaction

  2021 Frontiers in Artificial Intelligence article Computer Science Constraint Satisfaction and Optimization Open access

  37

  citations

6 results