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)
Different Strokes for Different Folks: Investigating Appropriate Further Pre-training Approaches for Diverse Dialogue Tasks
EMNLP 2021
DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect Extraction
EMNLP 2021
Direct Multimodal Few-Shot Learning of Speech and Images
Interspeech 2021
Discovering Dialogue Slots with Weak Supervision
ACL 2021
Discovering Generalizable Skills via Automated Generation of Diverse Tasks
RSS 2021
Discovering Representation Sprachbund For Multilingual Pre-Training
EMNLP 2021
Discovery of Options via Meta-Learned Subgoals
NeurIPS 2021
Distance-Based Regularisation of Deep Networks for Fine-Tuning
ICLR 2021
Distantly Supervised Relation Extraction in Federated Settings
EMNLP 2021
Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors
NAACL 2021
Distant Transfer Learning via Deep Random Walk
AAAI 2021
Distilling Image Classifiers in Object Detectors
NeurIPS 2021
Distilling Linguistic Context for Language Model Compression
EMNLP 2021
Distilling Localization for Self-Supervised Representation Learning
AAAI 2021
Distilling Meta Knowledge on Heterogeneous Graph for Illicit Drug Trafficker Detection on Social Media
NeurIPS 2021
Distilling the Knowledge of Large-scale Generative Models into Retrieval Models for Efficient Open-domain Conversation
EMNLP 2021
Distinct Label Representations for Few-Shot Text Classification
ACL 2021
Distributed Machine Learning with Sparse Heterogeneous Data
NeurIPS 2021
Distributed Nyström Kernel Learning with Communications
ICML 2021
Ditto: Fair and Robust Federated Learning Through Personalization
ICML 2021
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP
EMNLP 2021
Diverse Message Passing for Attribute with Heterophily
NeurIPS 2021
Diverse Pretrained Context Encodings Improve Document Translation
ACL 2021
Document-Grounded Goal-Oriented Dialogue Systems on Pre-Trained Language Model with Diverse Input Representation
ACL 2021
Document-Level Event Argument Extraction by Conditional Generation
NAACL 2021