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Browse SoTA
> Graphs
Graphs
393 benchmarks • 97 tasks • 201 datasets • 4428 papers with code
Classification
Classification
327 benchmarks
3275 papers with code
Text Classification
180 benchmarks
1110 papers with code
Graph Classification
69 benchmarks
383 papers with code
Audio Classification
23 benchmarks
135 papers with code
Medical Image Classification
8 benchmarks
125 papers with code
See all 19 tasks
Knowledge Graph Completion
Knowledge Graphs
51 benchmarks
979 papers with code
Large Language Model
21 benchmarks
855 papers with code
Triple Classification
1 benchmark
21 papers with code
Inductive knowledge graph completion
24 benchmarks
11 papers with code
Inductive Relation Prediction
10 papers with code
Anomaly Detection
Anomaly Detection
114 benchmarks
1250 papers with code
Unsupervised Anomaly Detection
20 benchmarks
169 papers with code
One-Class Classification
60 papers with code
Supervised Anomaly Detection
2 benchmarks
53 papers with code
Anomaly Detection In Surveillance Videos
5 benchmarks
37 papers with code
See all 26 tasks
Knowledge Graphs
Knowledge Graphs
51 benchmarks
979 papers with code
Knowledge Graph Completion
71 benchmarks
208 papers with code
Complex Query Answering
6 benchmarks
19 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
Node Classification
Node Classification
141 benchmarks
790 papers with code
Graph structure learning
1 benchmark
54 papers with code
Node Classification on Non-Homophilic (Heterophilic) Graphs
15 benchmarks
28 papers with code
Dynamic Node Classification
4 papers with code
Heterogeneous Node Classification
1 benchmark
3 papers with code
See all 6 tasks
Link Prediction
Link Prediction
91 benchmarks
817 papers with code
Inductive Link Prediction
3 benchmarks
19 papers with code
Dynamic Link Prediction
9 benchmarks
15 papers with code
Hyperedge Prediction
9 papers with code
Anchor link prediction
1 papers with code
See all 7 tasks
Graph Embedding
Graph Embedding
2 benchmarks
480 papers with code
Knowledge Graph Embedding
1 benchmark
201 papers with code
Knowledge Graph Embeddings
109 papers with code
Dynamic graph embedding
7 papers with code
Structural Node Embedding
3 papers with code
See all 6 tasks
Graph Learning
Graph Learning
1 benchmark
485 papers with code
Graph Sampling
41 papers with code
Graph Classification
Graph Classification
69 benchmarks
383 papers with code
Isomorphism Testing
8 papers with code
Space group classification
2 benchmarks
5 papers with code
Crystal system classification
2 benchmarks
1 papers with code
Graph Attention
Graph Attention
301 papers with code
Graph Generation
Graph Generation
1 benchmark
244 papers with code
Community Detection
Community Detection
14 benchmarks
228 papers with code
Local Community Detection
3 papers with code
Network Community Partition
1 papers with code
Online Community Detection
1 papers with code
Outlier Detection
Outlier Detection
11 benchmarks
196 papers with code
One-class classifier
24 papers with code
outlier ensembles
6 papers with code
Graph Outlier Detection
4 papers with code
Outlier Interpretation
2 papers with code
Atomistic Description
Molecular Property Prediction
22 benchmarks
127 papers with code
Total Energy
36 papers with code
Formation Energy
14 benchmarks
29 papers with code
Atomic Forces
9 papers with code
3D Geometry Prediction
2 benchmarks
5 papers with code
See all 7 tasks
Graph Representation Learning
Knowledge Graph Embedding
1 benchmark
201 papers with code
Learning-To-Rank
Learning-To-Rank
178 papers with code
graph construction
graph construction
158 papers with code
Graph Clustering
Graph Clustering
12 benchmarks
147 papers with code
Clustering Ensemble
2 benchmarks
4 papers with code
Graph Matching
Graph Matching
7 benchmarks
140 papers with code
Molecular Property Prediction
Molecular Property Prediction
22 benchmarks
127 papers with code
3D Geometry Prediction
2 benchmarks
5 papers with code
NMR J-coupling
1 benchmark
1 papers with code
Odor Descriptor Prediction
1 benchmark
1 papers with code
mixture property prediction
1 papers with code
Point Cloud Classification
Point Cloud Classification
6 benchmarks
114 papers with code
Jet Tagging
1 benchmark
16 papers with code
Few-Shot Point Cloud Classification
3 benchmarks
3 papers with code
Topological Data Analysis
Topological Data Analysis
125 papers with code
Triple Classification
Knowledge Graph Embeddings
109 papers with code
Graph Regression
Graph Regression
12 benchmarks
89 papers with code
Stochastic Block Model
Stochastic Block Model
87 papers with code
Data Visualization
Data Visualization
85 papers with code
Tree Map Layout
1 papers with code
Graph Mining
Graph Mining
70 papers with code
Dynamic graph embedding
Knowledge Base Completion
65 papers with code
Hand Pose Estimation
3D Hand Pose Estimation
10 benchmarks
65 papers with code
graph partitioning
graph partitioning
1 benchmark
57 papers with code
Graph Similarity
Graph Similarity
1 benchmark
39 papers with code
Physics-informed machine learning
Physics-informed machine learning
35 papers with code
Soil moisture estimation
2 papers with code
Graph Property Prediction
Graph Property Prediction
10 benchmarks
31 papers with code
ND regression
1 papers with code
Neutron PDF regression
1 papers with code
SANS regression
1 papers with code
SAXS regression
2 benchmarks
1 papers with code
See all 8 tasks
Graph Reconstruction
Graph Reconstruction
34 papers with code
Graph Question Answering
Graph Question Answering
1 benchmark
25 papers with code
Spectral Graph Clustering
Spectral Graph Clustering
15 papers with code
Rubik's Cube
Rubik's Cube
13 papers with code
Link Property Prediction
Link Property Prediction
6 benchmarks
12 papers with code
Hypergraph representations
Hypergraph representations
5 papers with code
Hypergraph Contrastive Learning
4 papers with code
Hyperedge Prediction
Hyperedge Prediction
9 papers with code
Node Property Prediction
Position regression
2 benchmarks
7 papers with code
Research Performance Prediction
1 benchmark
1 papers with code
Collaborative Ranking
Collaborative Ranking
7 papers with code
Connectivity Estimation
Connectivity Estimation
7 papers with code
Subgraph Counting
Subgraph Counting
7 papers with code
hypergraph embedding
hypergraph embedding
4 papers with code
hyperedge classification
2 papers with code
Steiner Tree Problem
Steiner Tree Problem
6 papers with code
hypergraph partitioning
hypergraph partitioning
6 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
3 benchmarks
5 papers with code
Dynamic Community Detection
Dynamic Community Detection
4 papers with code
Graph Outlier Detection
Graph Outlier Detection
4 papers with code
Graph Ranking
Graph Ranking
4 benchmarks
4 papers with code
Community Search
Community Search
3 papers with code
Distance regression
Distance regression
2 benchmarks
3 papers with code
Initial Structure to Relaxed Energy (IS2RE)
Initial Structure to Relaxed Energy (IS2RE)
1 benchmark
3 papers with code
Tree Decomposition
Tree Decomposition
3 papers with code
Approximating Betweenness-Centrality ranking
Approximating Betweenness-Centrality ranking
2 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
Atomic number classification
Atomic number classification
2 benchmarks
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
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
