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)
Few-Shot Lifelong Learning
AAAI 2021
Few-Shot Named Entity Recognition: An Empirical Baseline Study
EMNLP 2021
Few-Shot Neural Architecture Search
ICML 2021
Few-Shot Novel Concept Learning for Semantic Parsing
EMNLP 2021
Few-Shot One-Class Classification via Meta-Learning
AAAI 2021
Few-Shot Open-Set Recognition by Transformation Consistency
CVPR 2021
Few-Shot Partial-Label Learning
IJCAI 2021
FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models
EMNLP 2021
Few-Shot Question Answering by Pretraining Span Selection
ACL 2021
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?
CVPR 2021
Few-Shot Semantic Parsing for New Predicates
EACL 2021
Few-Shot Semantic Segmentation With Cyclic Memory Network
ICCV 2021
Few-Shot Text Classification with Triplet Networks, Data Augmentation, and Curriculum Learning
NAACL 2021
Few-Shot Text Generation with Natural Language Instructions
EMNLP 2021
FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary
EACL 2021
FII FUNNY at SemEval-2021 Task 7: HaHackathon: Detecting and rating Humor and Offense
SemEval 2021
Findings of the SIGMORPHON 2021 Shared Task on Unsupervised Morphological Paradigm Clustering
ACL 2021
Fine-Grained Angular Contrastive Learning With Coarse Labels
CVPR 2021
Fine-grained Entity Typing via Label Reasoning
EMNLP 2021
First Align, then Predict: Understanding the Cross-Lingual Ability of Multilingual BERT
EACL 2021
Fisher Auto-Encoders
AISTATS 2021
FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation
CVPR 2021
FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout
NeurIPS 2021
FLAME: Differentially Private Federated Learning in the Shuffle Model
AAAI 2021
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling
NeurIPS 2021