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Browse SoTA
> Graphs
Graphs
346 benchmarks • 79 tasks • 168 datasets • 3404 papers with code
Classification
Classification
313 benchmarks
2750 papers with code
Text Classification
211 benchmarks
920 papers with code
Graph Classification
65 benchmarks
311 papers with code
Medical Image Classification
3 benchmarks
71 papers with code
Morphology classification
11 papers with code
See all 12 tasks
Knowledge Graphs
Knowledge Graphs
25 benchmarks
742 papers with code
Knowledge Graph Completion
29 benchmarks
156 papers with code
Complex Query Answering
3 benchmarks
11 papers with code
Open Knowledge Graph Canonicalization
1 benchmark
2 papers with code
Person-Centric Knowledge Graphs
1 papers with code
See all 6 tasks
Knowledge Graph Completion
Knowledge Graphs
25 benchmarks
742 papers with code
Triple Classification
1 benchmark
15 papers with code
Inductive knowledge graph completion
3 benchmarks
9 papers with code
Inductive Relation Prediction
7 papers with code
Link Prediction
Link Prediction
78 benchmarks
667 papers with code
Dynamic Link Prediction
2 benchmarks
12 papers with code
Inductive Link Prediction
2 benchmarks
12 papers with code
Calibration for Link Prediction
1 papers with code
Link prediction on DH-KGs
1 papers with code
See all 6 tasks
Node Classification
Node Classification
130 benchmarks
602 papers with code
Graph structure learning
1 benchmark
37 papers with code
Node Classification on Non-Homophilic (Heterophilic) Graphs
14 benchmarks
25 papers with code
Heterogeneous Node Classification
1 benchmark
3 papers with code
Graph Embedding
Graph Embedding
2 benchmarks
392 papers with code
Knowledge Graph Embedding
1 benchmark
156 papers with code
Knowledge Graph Embeddings
88 papers with code
Dynamic graph embedding
6 papers with code
Structural Node Embedding
3 papers with code
See all 6 tasks
Graph Learning
Graph Learning
1 benchmark
314 papers with code
Graph Sampling
30 papers with code
Graph Classification
Graph Classification
65 benchmarks
311 papers with code
Graph Attention
Graph Attention
216 papers with code
Community Detection
Community Detection
11 benchmarks
198 papers with code
Local Community Detection
2 papers with code
Network Community Partition
1 papers with code
Online Community Detection
Outlier Detection
Outlier Detection
11 benchmarks
155 papers with code
One-class classifier
21 papers with code
outlier ensembles
6 papers with code
Graph Outlier Detection
3 papers with code
Outlier Interpretation
1 papers with code
Graph Generation
Graph Generation
1 benchmark
175 papers with code
Graph Representation Learning
Knowledge Graph Embedding
1 benchmark
156 papers with code
Learning-To-Rank
Learning-To-Rank
147 papers with code
Graph Clustering
Graph Clustering
12 benchmarks
109 papers with code
Clustering Ensemble
2 benchmarks
4 papers with code
Graph Matching
Graph Matching
4 benchmarks
112 papers with code
graph construction
graph construction
112 papers with code
Point Cloud Classification
Point Cloud Classification
3 benchmarks
94 papers with code
Jet Tagging
1 benchmark
8 papers with code
Topological Data Analysis
Topological Data Analysis
95 papers with code
Triple Classification
Knowledge Graph Embeddings
88 papers with code
Molecular Property Prediction
Molecular Property Prediction
21 benchmarks
82 papers with code
3D Geometry Prediction
2 benchmarks
4 papers with code
NMR J-coupling
1 benchmark
1 papers with code
Stochastic Block Model
Stochastic Block Model
72 papers with code
Data Visualization
Data Visualization
64 papers with code
Tree Map Layout
1 papers with code
Graph Regression
Graph Regression
10 benchmarks
62 papers with code
Dynamic graph embedding
Knowledge Base Completion
61 papers with code
Graph Mining
Graph Mining
58 papers with code
Hand Pose Estimation
3D Hand Pose Estimation
6 benchmarks
48 papers with code
graph partitioning
graph partitioning
1 benchmark
40 papers with code
Graph Similarity
Graph Similarity
1 benchmark
37 papers with code
Graph Reconstruction
Graph Reconstruction
26 papers with code
Physics-informed machine learning
Physics-informed machine learning
21 papers with code
Soil moisture estimation
3 papers with code
Graph Property Prediction
Graph Property Prediction
4 benchmarks
22 papers with code
Graph Question Answering
Graph Question Answering
1 benchmark
16 papers with code
Spectral Graph Clustering
Spectral Graph Clustering
15 papers with code
Rubik's Cube
Rubik's Cube
12 papers with code
Link Property Prediction
Link Property Prediction
6 benchmarks
9 papers with code
Collaborative Ranking
Collaborative Ranking
7 papers with code
Connectivity Estimation
Connectivity Estimation
7 papers with code
Unsupervised Anomaly Detection
Unsupervised Anomaly Detection with Specified Settings -- 30% anomaly
5 benchmarks
4 papers with code
Root Cause Ranking
1 papers with code
Anomaly Detection at 30% anomaly
Anomaly Detection at Various Anomaly Percentages
Unsupervised Contextual Anomaly Detection
Graphon Estimation
Graphon Estimation
5 papers with code
Hypergraph Matching
Hypergraph Matching
5 papers with code
Link Sign Prediction
Link Sign Prediction
4 benchmarks
5 papers with code
Steiner Tree Problem
Steiner Tree Problem
5 papers with code
hypergraph partitioning
hypergraph partitioning
5 papers with code
Graph Ranking
Graph Ranking
4 benchmarks
4 papers with code
Hyperedge Prediction
Hyperedge Prediction
4 papers with code
Initial Structure to Relaxed Energy (IS2RE)
Initial Structure to Relaxed Energy (IS2RE)
1 benchmark
4 papers with code
hypergraph embedding
hypergraph embedding
2 papers with code
hyperedge classification
1 papers with code
Community Search
Community Search
3 papers with code
Dynamic Community Detection
Dynamic Community Detection
3 papers with code
Graph Outlier Detection
Graph Outlier Detection
3 papers with code
Tree Decomposition
Tree Decomposition
3 papers with code
Gene Interaction Prediction
Gene Interaction Prediction
2 benchmarks
2 papers with code
Graph-To-Graph Translation
Graph-To-Graph Translation
2 papers with code
Ancestor-descendant prediction
Ancestor-descendant prediction
1 benchmark
1 papers with code
Approximating Betweenness-Centrality ranking
Approximating Betweenness-Centrality ranking
1 papers with code
Feedback Vertex Set (FVS)
Feedback Vertex Set (FVS)
1 papers with code
Set-to-Graph Prediction
Set-to-Graph Prediction
1 papers with code
Structual Feature Correlation
Structual Feature Correlation
1 papers with code
Subgraph Counting
Subgraph Counting
1 papers with code
Triad Prediction
Triad Prediction
1 papers with code
Graph Nonvolutional Network
Graph Nonvolutional Network
SET TO GRAPH PREDICTION
SET TO GRAPH PREDICTION
Twinwidth Contraction Sequence
Twinwidth Contraction Sequence
