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)
Federated Multi-Armed Bandits
AAAI 2021
Federated Multi-armed Bandits with Personalization
AISTATS 2021
Federated Multi-Task Learning under a Mixture of Distributions
NeurIPS 2021
Federated Reconstruction: Partially Local Federated Learning
NeurIPS 2021
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint Learning
ICLR 2021
Federated stochastic gradient Langevin dynamics
UAI 2021
FedSpeech: Federated Text-to-Speech with Continual Learning
IJCAI 2021
Few-Round Learning for Federated Learning
NeurIPS 2021
Few-Shot and Continual Learning With Attentive Independent Mechanisms
ICCV 2021
Few-Shot Bayesian Optimization with Deep Kernel Surrogates
ICLR 2021
Few-Shot Classification With Feature Map Reconstruction Networks
CVPR 2021
Few-Shot Conformal Prediction with Auxiliary Tasks
ICML 2021
Few Shot Dialogue State Tracking using Meta-learning
EACL 2021
Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks
EMNLP 2021
Few-Shot Image Generation via Cross-Domain Correspondence
CVPR 2021
Few-Shot Incremental Learning With Continually Evolved Classifiers
CVPR 2021
Few-shot Intent Classification and Slot Filling with Retrieved Examples
NAACL 2021
Few-Shot Keyword Spotting in Any Language
Interspeech 2021
Few-shot Learning for Multi-label Intent Detection
AAAI 2021
Few-shot Learning for Slot Tagging with Attentive Relational Network
EACL 2021
Few-Shot Learning of an Interleaved Text Summarization Model by Pretraining with Synthetic Data
EACL 2021
Few-Shot Learning of New Sound Classes for Target Sound Extraction
Interspeech 2021
Few-shot learning through contextual data augmentation
EACL 2021
Few-Shot Learning via Learning the Representation, Provably
ICLR 2021
Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images
IJCAI 2021