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Graphs

Graphs are a mathematical structure used to represent relationships between objects, consisting of nodes and edges. The goal is to provide an intuitive and efficient method for data analysis by modeling entities and their interactions in complex systems. Graphs have significant application value in areas such as social network analysis, recommendation systems, and bioinformatics, capable of uncovering hidden patterns and associations and optimizing decision-making processes.

Graph Property Prediction

38 papers | 4 benchmarks

Jet Tagging

2 papers | 1 benchmarks

Triple Classification

1 papers | 1 benchmarks

Node Classification

235 papers | 127 benchmarks

Style Transfer

9 papers | 3 benchmarks

Graph Regression

81 papers | 17 benchmarks

Dynamic Link Prediction

7 papers | 10 benchmarks

GRAPH DOMAIN ADAPTATION

1 papers | 1 benchmarks

Link Prediction

165 papers | 80 benchmarks

Graph Clustering

7 papers | 10 benchmarks

Inductive Link Prediction

2 papers | 3 benchmarks

Node Classification on Non-Homophilic (Heterophilic) Graphs

28 papers | 15 benchmarks

Clustering Ensemble

1 papers | 2 benchmarks

Denoising

16 papers | 7 benchmarks

Graph Question Answering

1 papers | 1 benchmarks

Graph Embedding

1 papers | 1 benchmarks

Text-to-Image Generation

64 papers | 13 benchmarks

3D Hand Pose Estimation

52 papers | 7 benchmarks

Graph structure learning

1 papers | 1 benchmarks

Link Sign Prediction

2 papers | 3 benchmarks

Distance regression

1 papers | 2 benchmarks

Graph Matching

27 papers | 7 benchmarks

Graph Ranking

1 papers | 4 benchmarks

Image Paragraph Captioning

10 papers | 1 benchmarks

Heterogeneous Node Classification

14 papers | 7 benchmarks

Position regression

1 papers | 2 benchmarks

Photo geolocation estimation

11 papers | 6 benchmarks

Graph Generation

1 papers | 1 benchmarks

Link Property Prediction

54 papers | 6 benchmarks

graph partitioning

1 papers | 1 benchmarks

Graph Learning

1 papers | 1 benchmarks

Image Super-Resolution

144 papers | 68 benchmarks

Graph Classification

149 papers | 72 benchmarks

Graph Neural Network

1 papers | 1 benchmarks

Hypergraph Contrastive Learning

1 papers | 1 benchmarks

3D Geometry Prediction

1 papers | 2 benchmarks

Community Detection

7 papers | 14 benchmarks

Equilibrium traffic assignment

1 papers | 1 benchmarks

Knowledge Graph Embedding

1 papers | 1 benchmarks

Graph Similarity

1 papers | 1 benchmarks

Space group classification

1 papers | 2 benchmarks

Deblurring

67 papers | 16 benchmarks

Initial Structure to Relaxed Energy (IS2RE)

4 papers | 1 benchmarks

Gene Interaction Prediction

1 papers | 2 benchmarks

Ancestor-descendant prediction

1 papers | 1 benchmarks

Atomic number classification

1 papers | 2 benchmarks

Crystal system classification

1 papers | 2 benchmarks

NMR J-coupling

1 papers | 1 benchmarks

Research Performance Prediction

1 papers | 1 benchmarks

SAXS regression

1 papers | 2 benchmarks

X-ray PDF regression

1 papers | 2 benchmarks

XRD regression

1 papers | 2 benchmarks