Core Methods
51,083 papers (8 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Representation Learning (22,308)
Classification (15,497)
Regression (5,281)
Clustering (3,809)
Embedding Learning (3,795)
Metric Learning (2,938)
Graph Neural Networks (1,211)
Graphical Models (1,093)
Feature Learning (891)
Kernel Methods (795)
Dimensionality Reduction (780)
Interpretability (512)
Feature Selection (511)
Matrix Factorization (408)
Ranking (315)
Ensemble Methods (300)
Support Vector Machine (295)
Anomaly Detection (281)
Sequence Modeling (244)
Structured Prediction (237)
Sequence Labeling (157)
Topic Modeling (150)
Sparse Coding (140)
Matrix Completion (131)
Neural Networks (114)
Retrieval (105)
Density Estimation (104)
Estimation (83)
Inference (56)
Decision Tree (50)
Feature Extraction (40)
Model Selection (39)
Prediction (35)
Information Extraction (7)
Papers per year
4
21
30
55
40
51
225
219
249
257
357
364
480
942
818
966
1,394
2,092
3,114
4,415
4,853
5,064
5,371
5,992
6,412
5,823
1,475
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
Graph-based Fake News Detection using a Summarization Technique
EACL 2021
Graph-Based High-Order Relation Discovery for Fine-Grained Recognition
CVPR 2021
Graph-Based Label Propagation for Semi-Supervised Speaker Identification
Interspeech 2021
Graph Community Detection from Coarse Measurements: Recovery Conditions for the Coarsened Weighted Stochastic Block Model
AISTATS 2021
Graph Constrained Data Representation Learning for Human Motion Segmentation
ICCV 2021
Graph Contrastive Clustering
ICCV 2021
Graph Convolutional Networks for Event Causality Identification with Rich Document-level Structures
NAACL 2021
Graph Convolutional Networks with Multi-headed Attention for Code-Mixed Sentiment Analysis
EACL 2021
Graph Convolution with Low-rank Learnable Local Filters
ICLR 2021
Graph Debiased Contrastive Learning with Joint Representation Clustering
IJCAI 2021
Graph Deformer Network
IJCAI 2021
GraphDF: A Discrete Flow Model for Molecular Graph Generation
ICML 2021
Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation
AAAI 2021
Graph Ensemble Learning over Multiple Dependency Trees for Aspect-level Sentiment Classification
NAACL 2021
Graph Entropy Guided Node Embedding Dimension Selection for Graph Neural Networks
IJCAI 2021
Graph Filter-based Multi-view Attributed Graph Clustering
IJCAI 2021
GraphFormers: GNN-nested Transformers for Representation Learning on Textual Graph
NeurIPS 2021
GraphFPN: Graph Feature Pyramid Network for Object Detection
ICCV 2021
Graph-Free Knowledge Distillation for Graph Neural Networks
IJCAI 2021
Graph Game Embedding
AAAI 2021
Graph Heterogeneous Multi-Relational Recommendation
AAAI 2021
Graphical Models in Heavy-Tailed Markets
NeurIPS 2021
Graphical Normalizing Flows
AISTATS 2021
Graph Information Bottleneck for Subgraph Recognition
ICLR 2021
Graph Learning for Inverse Landscape Genetics
AAAI 2021