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 Neural Sentence Ordering
IJCAI 2019
Graph-Based Semi-Supervised Learning with Non-ignorable Non-response
NeurIPS 2019
Graph CNNs with Motif and Variable Temporal Block for Skeleton-Based Action Recognition
AAAI 2019
Graph Contextualized Self-Attention Network for Session-based Recommendation
IJCAI 2019
Graph convolutional networks for exploring authorship hypotheses
NAACL 2019
Graph Convolutional Networks Meet Markov Random Fields: Semi-Supervised Community Detection in Attribute Networks
AAAI 2019
Graph Convolutional Networks on User Mobility Heterogeneous Graphs for Social Relationship Inference
IJCAI 2019
Graph Embedding with Shifted Inner Product Similarity and Its Improved Approximation Capability
AISTATS 2019
Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions
JMLR 2019
GraphIE: A Graph-Based Framework for Information Extraction
NAACL 2019
Graphite: Iterative Generative Modeling of Graphs
ICML 2019
Graph Matching Networks for Learning the Similarity of Graph Structured Objects
ICML 2019
Graph Mining Meets Crowdsourcing: Extracting Experts for Answer Aggregation
IJCAI 2019
Graph Neural Network for Music Score Data and Modeling Expressive Piano Performance
ICML 2019
Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels
NeurIPS 2019
Graph Normalizing Flows
NeurIPS 2019
Graph Pattern Entity Ranking Model for Knowledge Graph Completion
NAACL 2019
Graph Reduction with Spectral and Cut Guarantees
JMLR 2019
GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
ACL 2019
Graph Space Embedding
IJCAI 2019
Graph Structured Prediction Energy Networks
NeurIPS 2019
Graph to Graph: a Topology Aware Approach for Graph Structures Learning and Generation
AISTATS 2019
Graph Transformer Networks
NeurIPS 2019
Graph U-Nets
ICML 2019
Graph Wavelet Neural Network
ICLR 2019