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)
Self-Supervised Audio-and-Text Pre-training with Extremely Low-Resource Parallel Data
AAAI 2022
Self-Supervised Category-Level 6D Object Pose Estimation with Deep Implicit Shape Representation
AAAI 2022
Self-Supervised Enhancement of Latent Discovery in GANs
AAAI 2022
Self-Supervised Equivariant Learning for Oriented Keypoint Detection
CVPR 2022
Self-Supervised Fair Representation Learning without Demographics
NeurIPS 2022
Self-Supervised Graph Neural Networks via Diverse and Interactive Message Passing
AAAI 2022
Self-supervised Heterogeneous Graph Pre-training Based on Structural Clustering
NeurIPS 2022
Self-supervised learning for analysis of temporal and morphological drug effects in cancer cell imaging data
MIDL 2022
Self-Supervised Learning Through Efference Copies
NeurIPS 2022
Self-Supervised Learning via Maximum Entropy Coding
NeurIPS 2022
Self-Supervised Learning with an Information Maximization Criterion
NeurIPS 2022
Self-supervised learning with random-projection quantizer for speech recognition
ICML 2022
Self-Supervised Neural Articulated Shape and Appearance Models
CVPR 2022
Self-Supervised Pre-training for Protein Embeddings Using Tertiary Structures
AAAI 2022
Self-Supervised Pretraining Improves Self-Supervised Pretraining
WACV 2022
Self-supervised Representation Fusion for Speech and Wearable Based Emotion Recognition
Interspeech 2022
Self-Supervised Representation Learning for High-Content Screening
MIDL 2022
Self-Supervised Representation Learning via Latent Graph Prediction
ICML 2022
Self-supervised representations for multi-view reinforcement learning
UAI 2022
Self-Supervised Robust Scene Flow Estimation via the Alignment of Probability Density Functions
AAAI 2022
Self-supervised Semantic-driven Phoneme Discovery for Zero-resource Speech Recognition
ACL 2022
Self-Supervised Spatiotemporal Representation Learning by Exploiting Video Continuity
AAAI 2022
Self-Supervised Speaker Verification Using Dynamic Loss-Gate and Label Correction
Interspeech 2022
Self-Supervised Transformers for Unsupervised Object Discovery Using Normalized Cut
CVPR 2022
Self-Supervision Enhanced Feature Selection with Correlated Gates
ICLR 2022