Graphs

826 benchmarks 222 tasks 843 datasets 28,015 papers with code archive 2025-07-28

Syntology code harvested from 6,402 of the papers with code counted above at least one sample ran for 4,933 of them per-sample status is on each paper page

Benchmarks are leaderboard tables with at least one row whose task is in this area, counted by the task's area and not by the archive's per-table category tag, which agrees here; datasets are those the archive tags with a task in this area; papers with code are catalogue papers tagged with a task in this area that list at least one repository. Task images are not shown (the archive's image host no longer serves them).

Parent tasks

37 tasks in Graphs have sub-tasks in the archive's task tree, most benchmarks first, then most papers with code. Each section shows up to 5 sub-tasks; the task page lists them all.

Node Classification (5)
Link Prediction (6)
Anomaly Detection (28)
Graph Classification (3)
Classification (24)
Recommendation Systems (11)
Unsupervised Anomaly Detection (5)
Molecular Property Prediction (4)
Community Detection (3)
Outlier Detection (4)
Graph Clustering (1)
Hand Pose Estimation (1)
Knowledge Graph Completion (4)
Node Property Prediction (2)
Graph Property Prediction (7)
Knowledge Graphs (5)
10-shot image generation (21)
Point Cloud Classification (2)
Super-Resolution (7)
Graph Learning (2)
Graph Embedding (5)
Graph Representation Learning (1)
3D Generation (1)
Triple Classification (1)
3D Interacting Hand Pose Estimation (1)
Privacy Preserving (1)
Model Optimization (1)
Video Editing (1)
Data Visualization (1)
Physics-informed machine learning (1)
3D Architecture (1)
Dynamic graph embedding (1)
hypergraph embedding (1)
Hypergraph representations (1)
2D Classification (27)
4K 60Fps (1)
Atomistic Description (3)

Node Classification

138 benchmarks · 991 papers with code

Node Classification on Non-Homophilic (Heterophilic) Graphs

15 benchmarks · 29 papers with code

Heterogeneous Node Classification

7 benchmarks · 14 papers with code

Atomic number classification

2 benchmarks · 1 paper with code

Graph structure learning

1 benchmark · 71 papers with code

Dynamic Node Classification

0 benchmarks · 5 papers with code

5 shown of 5 sub-tasks.

Link Prediction

80 benchmarks · 974 papers with code

Dynamic Link Prediction

10 benchmarks · 20 papers with code

Inductive Link Prediction

3 benchmarks · 23 papers with code

Link prediction on DH-KGs

1 benchmark · 1 paper with code

Hyperedge Prediction

0 benchmarks · 10 papers with code

Anchor link prediction

0 benchmarks · 1 paper with code

5 shown of 6 sub-tasks. All sub-tasks of Link Prediction →

Anomaly Detection

76 benchmarks · 1,727 papers with code

Image Manipulation Detection

21 benchmarks · 38 papers with code

Unsupervised Anomaly Detection

18 benchmarks · 226 papers with code

Anomaly Detection In Surveillance Videos

7 benchmarks · 44 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

3D Anomaly Detection

3 benchmarks · 18 papers with code

5 shown of 28 sub-tasks (4 filed under another area). All sub-tasks of Anomaly Detection →

Graph Classification

73 benchmarks · 483 papers with code

Space group classification

2 benchmarks · 5 papers with code

Crystal system classification

2 benchmarks · 1 paper with code

Isomorphism Testing

0 benchmarks · 10 papers with code

3 shown of 3 sub-tasks.

Classification

58 benchmarks · 3,778 papers with code

Graph Classification

73 benchmarks · 483 papers with code

Text Classification

68 benchmarks · 1,308 papers with code

Audio Classification

22 benchmarks · 183 papers with code

Medical Image Classification

11 benchmarks · 183 papers with code

Multi-class Classification

5 benchmarks · 289 papers with code

5 shown of 24 sub-tasks (5 filed under another area). All sub-tasks of Classification →

Recommendation Systems

55 benchmarks · 1,997 papers with code

Sequential Recommendation

13 benchmarks · 300 papers with code

Session-Based Recommendations

7 benchmarks · 84 papers with code

Multimodal Recommendation

5 benchmarks · 33 papers with code

Multi-Media Recommendation

4 benchmarks · 2 papers with code

Multi-modal Recommendation

3 benchmarks · 18 papers with code

5 shown of 11 sub-tasks. All sub-tasks of Recommendation Systems →

Unsupervised Anomaly Detection

18 benchmarks · 226 papers with code

Unsupervised Anomaly Detection with Specified Settings -- 30% anomaly

5 benchmarks · 4 papers with code

Root Cause Ranking

0 benchmarks · 1 paper with code

Anomaly Detection at 30% anomaly

0 benchmarks · 0 papers with code

Anomaly Detection at Various Anomaly Percentages

0 benchmarks · 0 papers with code

Unsupervised Contextual Anomaly Detection

0 benchmarks · 0 papers with code

5 shown of 5 sub-tasks (1 filed under another area).

Molecular Property Prediction

18 benchmarks · 199 papers with code

3D Geometry Prediction

2 benchmarks · 6 papers with code

NMR J-coupling

1 benchmark · 1 paper with code

Odor Descriptor Prediction

1 benchmark · 1 paper with code

mixture property prediction

0 benchmarks · 1 paper with code

4 shown of 4 sub-tasks.

Community Detection

14 benchmarks · 263 papers with code

Local Community Detection

0 benchmarks · 4 papers with code

Network Community Partition

0 benchmarks · 3 papers with code

Online Community Detection

0 benchmarks · 2 papers with code

3 shown of 3 sub-tasks.

Outlier Detection

11 benchmarks · 234 papers with code

One-class classifier

0 benchmarks · 26 papers with code

outlier ensembles

0 benchmarks · 6 papers with code

Graph Outlier Detection

0 benchmarks · 5 papers with code

Outlier Interpretation

0 benchmarks · 2 papers with code

4 shown of 4 sub-tasks (1 filed under another area).

Graph Clustering

10 benchmarks · 180 papers with code

Clustering Ensemble

2 benchmarks · 5 papers with code

1 shown of 1 sub-task.

Hand Pose Estimation

10 benchmarks · 103 papers with code

3D Hand Pose Estimation

7 benchmarks · 87 papers with code

1 shown of 1 sub-task (1 filed under another area).

Knowledge Graph Completion

7 benchmarks · 251 papers with code

Inductive knowledge graph completion

3 benchmarks · 14 papers with code

Triple Classification

1 benchmark · 23 papers with code

Large Language Model

0 benchmarks · 2,250 papers with code

Inductive Relation Prediction

0 benchmarks · 11 papers with code

4 shown of 4 sub-tasks (2 filed under another area).

Node Property Prediction

5 benchmarks · 54 papers with code

Position regression

2 benchmarks · 7 papers with code

Research Performance Prediction

1 benchmark · 1 paper with code

2 shown of 2 sub-tasks.

Graph Property Prediction

5 benchmarks · 47 papers with code

SAXS regression

2 benchmarks · 1 paper with code

X-ray PDF regression

2 benchmarks · 1 paper with code

XRD regression

2 benchmarks · 1 paper with code

ND regression

0 benchmarks · 1 paper with code

Neutron PDF regression

0 benchmarks · 1 paper with code

5 shown of 7 sub-tasks. All sub-tasks of Graph Property Prediction →

Knowledge Graphs

4 benchmarks · 1,273 papers with code

Knowledge Graph Completion

7 benchmarks · 251 papers with code

Complex Query Answering

6 benchmarks · 22 papers with code

Open Knowledge Graph Canonicalization

1 benchmark · 2 papers with code

Person-Centric Knowledge Graphs

0 benchmarks · 1 paper with code

Relational Pattern Learning

0 benchmarks · 1 paper with code

5 shown of 5 sub-tasks.

10-shot image generation

3 benchmarks · 21 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Deblurring

17 benchmarks · 424 papers with code

Motion Synthesis

13 benchmarks · 126 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

5 shown of 21 sub-tasks (15 filed under another area). All sub-tasks of 10-shot image generation →

Point Cloud Classification

2 benchmarks · 138 papers with code

Few-Shot Point Cloud Classification

3 benchmarks · 3 papers with code

Jet Tagging

1 benchmark · 21 papers with code

2 shown of 2 sub-tasks.

Super-Resolution

1 benchmark · 1,627 papers with code

Image Super-Resolution

69 benchmarks · 783 papers with code

Image Rescaling

18 benchmarks · 11 papers with code

Video Super-Resolution

16 benchmarks · 153 papers with code

Reference-based Super-Resolution

1 benchmark · 16 papers with code

Reference-based Video Super-Resolution

1 benchmark · 3 papers with code

5 shown of 7 sub-tasks (3 filed under another area). All sub-tasks of Super-Resolution →

Graph Learning

1 benchmark · 686 papers with code

Graph Sampling

0 benchmarks · 44 papers with code

Task Graph Learning

0 benchmarks · 2 papers with code

2 shown of 2 sub-tasks.

Graph Embedding

1 benchmark · 533 papers with code

Knowledge Graph Embedding

1 benchmark · 220 papers with code

Knowledge Graph Embeddings

0 benchmarks · 121 papers with code

Dynamic graph embedding

0 benchmarks · 10 papers with code

Structural Node Embedding

0 benchmarks · 3 papers with code

Role Embedding

0 benchmarks · 0 papers with code

5 shown of 5 sub-tasks (1 filed under another area).

Graph Representation Learning

1 benchmark · 479 papers with code

Knowledge Graph Embedding

1 benchmark · 220 papers with code

1 shown of 1 sub-task (1 filed under another area).

3D Generation

1 benchmark · 144 papers with code

Garment sewing pattern generation

0 benchmarks · 0 papers with code

1 shown of 1 sub-task.

Triple Classification

1 benchmark · 23 papers with code

Knowledge Graph Embeddings

0 benchmarks · 121 papers with code

1 shown of 1 sub-task.

3D Interacting Hand Pose Estimation

1 benchmark · 11 papers with code

Superpixels

0 benchmarks · 108 papers with code

1 shown of 1 sub-task (1 filed under another area).

Privacy Preserving

0 benchmarks · 758 papers with code

Graph Neural Network

1 benchmark · 1,516 papers with code

1 shown of 1 sub-task.

Model Optimization

0 benchmarks · 148 papers with code

Equilibrium traffic assignment

1 benchmark · 1 paper with code

1 shown of 1 sub-task.

Video Editing

0 benchmarks · 133 papers with code

Video Temporal Consistency

0 benchmarks · 8 papers with code

1 shown of 1 sub-task.

Data Visualization

0 benchmarks · 117 papers with code

Tree Map Layout

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

Physics-informed machine learning

0 benchmarks · 63 papers with code

Soil moisture estimation

0 benchmarks · 3 papers with code

1 shown of 1 sub-task.

3D Architecture

0 benchmarks · 11 papers with code

Denoising

6 benchmarks · 2,838 papers with code

1 shown of 1 sub-task (1 filed under another area).

Dynamic graph embedding

0 benchmarks · 10 papers with code

Knowledge Base Completion

0 benchmarks · 69 papers with code

1 shown of 1 sub-task.

hypergraph embedding

0 benchmarks · 6 papers with code

hyperedge classification

0 benchmarks · 2 papers with code

1 shown of 1 sub-task.

Hypergraph representations

0 benchmarks · 5 papers with code

Hypergraph Contrastive Learning

1 benchmark · 5 papers with code

1 shown of 1 sub-task.

2D Classification

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Deblurring

17 benchmarks · 424 papers with code

2D Pose Estimation

9 benchmarks · 46 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

Cell Detection

4 benchmarks · 60 papers with code

5 shown of 27 sub-tasks (9 filed under another area). All sub-tasks of 2D Classification →

4K 60Fps

0 benchmarks · 0 papers with code

Photo geolocation estimation

6 benchmarks · 13 papers with code

1 shown of 1 sub-task.

Atomistic Description

0 benchmarks · 0 papers with code

Molecular Property Prediction

18 benchmarks · 199 papers with code

Formation Energy

14 benchmarks · 31 papers with code

Atomic Forces

0 benchmarks · 11 papers with code

3 shown of 3 sub-tasks (1 filed under another area).

Tasks with no parent task

45 tasks in Graphs sit at the top of the archive's task tree with no sub-tasks of their own, most benchmarks first, then most papers with code.

Task tree and counts are the archive's, frozen 2025-07-28 archive 2025-07-28. Nothing here is re-ranked.