Learning Paradigms
14,967 papers (9 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Transfer Learning (8,172)
Few-Shot Learning (2,681)
Meta-Learning (1,719)
Federated Learning (1,560)
Zero-Shot Learning (878)
Continual Learning (189)
Domain Adaptation (184)
Self-Supervised Learning (158)
Active Learning (154)
Multi-Task Learning (145)
Semi-Supervised Learning (86)
In-Context Learning (53)
Unsupervised Learning (53)
Domain Generalization (26)
Weakly Supervised Learning (23)
Papers per year
3
2
4
12
24
14
20
29
31
32
66
53
67
103
206
482
852
1,124
1,566
1,867
2,410
2,658
2,486
856
'5
'10
'15
'20
'25
Papers (including subtopics)
Correcting Sample Selection Bias by Unlabeled Data
NeurIPS 2006
Effects of Stress and Genotype on Meta-parameter Dynamics in Reinforcement Learning
NeurIPS 2006
Hyperparameter Learning for Graph Based Semi-supervised Learning Algorithms
NeurIPS 2006
Learning from Multiple Sources
NeurIPS 2006
Mixture Regression for Covariate Shift
NeurIPS 2006
Multi-Task Feature Learning
NeurIPS 2006
Reducing Calibration Time For Brain-Computer Interfaces: A Clustering Approach
NeurIPS 2006
Relational Learning with Gaussian Processes
NeurIPS 2006
Active Coevolutionary Learning of Deterministic Finite Automata
JMLR 2005
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data
JMLR 2005
Algorithmic Stability and Meta-Learning
JMLR 2005
Learning Multiple Tasks with Kernel Methods
JMLR 2005
Relational Learning as Search in a Critical Region
JMLR 2003
Task Clustering and Gating for Bayesian Multitask Learning
JMLR 2003
Evaluating Translational Correspondence using Annotation Projection
ACL 2002
Learning Probabilistic Models of Link Structure
JMLR 2002
Multiple-Instance Learning of Real-Valued Data
JMLR 2002