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)
Uncovering the Limits of Text-based Emotion Detection
EMNLP 2021
Understanding Clinical Collaborations Through Federated Classifier Selection
MLHC 2021
Understanding Partial Multi-Label Learning via Mutual Information
NeurIPS 2021
Understanding the Relationship between Interactions and Outcomes in Human-in-the-Loop Machine Learning
IJCAI 2021
Understanding Unintended Memorization in Language Models Under Federated Learning
NAACL 2021
UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask Benchmark
AAAI 2021
Uniform Sampling over Episode Difficulty
NeurIPS 2021
Unifying Cross-Lingual Semantic Role Labeling with Heterogeneous Linguistic Resources
NAACL 2021
UniRE: A Unified Label Space for Entity Relation Extraction
ACL 2021
UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled Data
ICML 2021
UniT: Unified Knowledge Transfer for Any-Shot Object Detection and Segmentation
CVPR 2021
Universal Joy A Data Set and Results for Classifying Emotions Across Languages
EACL 2021
UNKs Everywhere: Adapting Multilingual Language Models to New Scripts
EMNLP 2021
Unsupervised Domain Adaptation for Person Re-identification via Heterogeneous Graph Alignment
AAAI 2021
Unsupervised Domain Adaptation for Semantic Segmentation by Content Transfer
AAAI 2021
Unsupervised Domain Adaptation Method with Semantic-Structural Alignment for Dependency Parsing
EMNLP 2021
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification
ICML 2021
Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation
ICCV 2021
Unsupervised Meta-Domain Adaptation for Fashion Retrieval
WACV 2021
Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning
ACL 2021
Unsupervised Neural Machine Translation with Universal Grammar
EMNLP 2021
Unsupervised Out-of-Domain Detection via Pre-trained Transformers
ACL 2021
Unsupervised Pronoun Resolution via Masked Noun-Phrase Prediction
ACL 2021
Unsupervised Real-World Super-Resolution: A Domain Adaptation Perspective
ICCV 2021
Unsupervised Representation Disentanglement of Text: An Evaluation on Synthetic Datasets
ACL 2021