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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.

Node Classification

236 papers | 126 benchmarks

Link Prediction

166 papers | 79 benchmarks

Graph Classification

150 papers | 72 benchmarks

Image Super-Resolution

145 papers | 68 benchmarks

Graph Regression

81 papers | 17 benchmarks

Deblurring

68 papers | 16 benchmarks

Node Classification on Non-Homophilic (Heterophilic) Graphs

28 papers | 15 benchmarks

Community Detection

7 papers | 14 benchmarks

Text-to-Image Generation

64 papers | 13 benchmarks

Dynamic Link Prediction

7 papers | 10 benchmarks

Graph Clustering

7 papers | 10 benchmarks

3D Hand Pose Estimation

53 papers | 7 benchmarks

Denoising

16 papers | 7 benchmarks

Graph Matching

27 papers | 7 benchmarks

Heterogeneous Node Classification

14 papers | 7 benchmarks

Link Property Prediction

55 papers | 6 benchmarks

Photo geolocation estimation

11 papers | 6 benchmarks

Graph Property Prediction

39 papers | 4 benchmarks

Graph Ranking

1 papers | 4 benchmarks

Inductive Link Prediction

2 papers | 3 benchmarks

Link Sign Prediction

2 papers | 3 benchmarks

Style Transfer

9 papers | 3 benchmarks

3D Geometry Prediction

1 papers | 2 benchmarks

Atomic number classification

1 papers | 2 benchmarks

Clustering Ensemble

1 papers | 2 benchmarks

Crystal system classification

1 papers | 2 benchmarks

Distance regression

1 papers | 2 benchmarks

Gene Interaction Prediction

1 papers | 2 benchmarks

Position regression

1 papers | 2 benchmarks

SAXS regression

1 papers | 2 benchmarks

Space group classification

1 papers | 2 benchmarks

X-ray PDF regression

1 papers | 2 benchmarks

XRD regression

1 papers | 2 benchmarks

Ancestor-descendant prediction

1 papers | 1 benchmarks

Equilibrium traffic assignment

1 papers | 1 benchmarks

GRAPH DOMAIN ADAPTATION

1 papers | 1 benchmarks

Graph Embedding

1 papers | 1 benchmarks

Graph Generation

2 papers | 1 benchmarks

Graph Learning

1 papers | 1 benchmarks

Graph Neural Network

1 papers | 1 benchmarks

graph partitioning

1 papers | 1 benchmarks

Graph Question Answering

2 papers | 1 benchmarks

Graph Similarity

1 papers | 1 benchmarks

Graph structure learning

1 papers | 1 benchmarks

Hypergraph Contrastive Learning

1 papers | 1 benchmarks

Image Paragraph Captioning

10 papers | 1 benchmarks

Initial Structure to Relaxed Energy (IS2RE)

4 papers | 1 benchmarks

Jet Tagging

2 papers | 1 benchmarks

Knowledge Graph Embedding

1 papers | 1 benchmarks

NMR J-coupling

1 papers | 1 benchmarks

Research Performance Prediction

1 papers | 1 benchmarks

Triple Classification

1 papers | 1 benchmarks
Graphs - SOTA | HyperAI