Graph Learning for Combinatorial Optimization: A Survey of State-of-the-Art

Keyphrases

• Combinatorial Optimization Problem 100%
• Combinatorial Optimization 100%
• Graph Learning 100%
• Autoregressive Method 75%
• Non-autoregressive 37%
• Machine Learning 25%
• Learning Methods 25%
• Graph-based 25%
• Graph Embedding 25%
• Partial Solutions 25%
• Optimization Methods 12%
• Complex Data 12%
• Social Networks 12%
• Electronic Commerce 12%
• NP-hard 12%
• Graph Structure 12%
• Bioinformatics 12%
• Learning-based 12%
• Low Dimension 12%
• Efficient Analysis 12%
• Graph Analysis 12%
• Learning Procedure 12%
• Search Heuristics 12%
• Two-stage Framework 12%
• Graph Representation Learning 12%
• Beam Search 12%
• Downstream Task 12%
• Dimension Vector 12%
• Effective Analysis 12%

Computer Science

• Combinatorial Optimization Problem 100%
• Combinatorial Optimisation 100%
• Machine Learning 25%
• Learning System 25%
• Embedding Method 25%
• Partial Solution 25%
• Social Network 12%
• Research Direction 12%
• Bioinformatics 12%
• Vector Dimension 12%
• Intermediate Step 12%
• Search Heuristic 12%
• Graph Representation Learning 12%

Mathematics

• Combinatorial Optimization Problem 100%
• Matrix (Mathematics) 25%
• Edge 25%
• Graph Embedding 25%
• Probability Theory 12%
• Representation Learning 12%
• Beam Search 12%