Graph Neural Networks

  1. GNN Applications and Tasks
    1. Node-level Tasks
      1. Node Classification
        1. Semi-supervised Node Classification
          1. Multi-class Classification
            1. Multi-label Classification
              1. Imbalanced Node Classification
              2. Node Regression
                1. Continuous Value Prediction
                  1. Multi-output Regression
                  2. Node Clustering
                    1. Unsupervised Clustering
                      1. Deep Graph Clustering
                      2. Node Ranking
                        1. Importance Scoring
                          1. Influence Prediction
                        2. Edge-level Tasks
                          1. Edge Classification
                            1. Relationship Type Prediction
                              1. Edge Attribute Prediction
                              2. Edge Regression
                                1. Edge Weight Prediction
                                  1. Continuous Edge Properties
                                2. Graph-level Tasks
                                  1. Graph Classification
                                    1. Molecular Property Prediction
                                      1. Social Network Classification
                                        1. Program Analysis
                                        2. Graph Regression
                                          1. Continuous Graph Properties
                                            1. Multi-target Regression
                                            2. Graph Matching
                                              1. Graph Similarity
                                                1. Isomorphism Detection
                                                2. Graph Generation
                                                  1. Molecular Generation
                                                    1. Social Network Generation
                                                  2. Application Domains
                                                    1. Molecular and Chemical Informatics
                                                      1. Drug Discovery
                                                        1. Molecular Property Prediction
                                                          1. Reaction Prediction
                                                            1. Protein Structure Analysis
                                                            2. Social Network Analysis
                                                              1. Community Detection
                                                                1. Influence Maximization
                                                                  1. Social Recommendation
                                                                    1. Misinformation Detection
                                                                    2. Knowledge Graphs
                                                                      1. Entity Resolution
                                                                        1. Relation Extraction
                                                                          1. Knowledge Graph Completion
                                                                            1. Question Answering
                                                                            2. Computer Vision
                                                                              1. Scene Graph Generation
                                                                                1. Point Cloud Processing
                                                                                  1. Image Segmentation
                                                                                    1. Object Detection
                                                                                    2. Natural Language Processing
                                                                                      1. Syntactic Parsing
                                                                                        1. Semantic Role Labeling
                                                                                          1. Text Classification
                                                                                            1. Machine Translation
                                                                                            2. Recommendation Systems
                                                                                              1. Collaborative Filtering
                                                                                                1. Content-based Filtering
                                                                                                  1. Session-based Recommendation
                                                                                                    1. Social Recommendation
                                                                                                    2. Financial Applications
                                                                                                      1. Fraud Detection
                                                                                                        1. Risk Assessment
                                                                                                          1. Algorithmic Trading
                                                                                                            1. Credit Scoring
                                                                                                            2. Transportation and Logistics
                                                                                                              1. Route Optimization
                                                                                                                1. Traffic Prediction
                                                                                                                  1. Supply Chain Management
                                                                                                                    1. Urban Planning
                                                                                                                    2. Biological Networks
                                                                                                                      1. Protein-Protein Interactions
                                                                                                                        1. Gene Regulatory Networks
                                                                                                                          1. Disease Prediction
                                                                                                                            1. Drug-Target Interactions

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                                                                                                                        5. GNN Training and Optimization

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                                                                                                                        7. Evaluation and Benchmarking