Combinatorial Optimization and Reasoning with Graph Neural Networks

• Are Targeted Messages More Effective?

  2024 Proceedings - Symposium on Logic in Computer Science conference-paper Computer Science Advanced Graph Neural Networks

  0

  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
• Some Might Say All You Need Is Sum

  2023 International Joint Conference on Artificial Intelligence conference-paper Computer Science Advanced Graph Neural Networks Open access

  4

  citations
• Equivariant quantum circuits for learning on weighted graphs

  2023 npj Quantum Information article Computer Science Quantum Computing Algorithms and Architecture Open access cited by 1 patent

  70

  citations
• Graph Neural Network Encoder for Layout Planning and Scheduling in Line-less Mobile Assembly Systems

  2023 Procedia CIRP article Engineering Scheduling and Optimization Algorithms Open access

  0

  citations

5 results

• MIPLIB 2017: data-driven compilation of the 6th mixed-integer programming library

  2021 Mathematical Programming Computation article Mathematics Advanced Optimization Algorithms Research Open access

  206

  citations

1 result