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)
mattica@SMM4H’22: Leveraging sentiment for stance & premise joint learning
COLING 2022
MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation Extraction
EMNLP 2022
Maximum-Likelihood Inverse Reinforcement Learning with Finite-Time Guarantees
NeurIPS 2022
Meaning Representations for Natural Languages: Design, Models and Applications
EMNLP 2022
Measuring and Improving Compositional Generalization in Text-to-SQL via Component Alignment
NAACL 2022
MedCLIP: Contrastive Learning from Unpaired Medical Images and Text
EMNLP 2022
Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning
NAACL 2022
‘Meet me at the ribary’ – Acceptability of spelling variants in free-text answers to listening comprehension prompts
NAACL 2022
Memorisation versus Generalisation in Pre-trained Language Models
ACL 2022
MEMO: Test Time Robustness via Adaptation and Augmentation
NeurIPS 2022
MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning
IJCAI 2022
Merging Models with Fisher-Weighted Averaging
NeurIPS 2022
MERLOT Reserve: Neural Script Knowledge Through Vision and Language and Sound
CVPR 2022
Meta-Adapters: Parameter Efficient Few-shot Fine-tuning through Meta-Learning
AutoML 2022
Meta Agent Teaming Active Learning for Pose Estimation
CVPR 2022
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification
NeurIPS 2022
MetaASSIST: Robust Dialogue State Tracking with Meta Learning
EMNLP 2022
Meta-CQG: A Meta-Learning Framework for Complex Question Generation over Knowledge Bases
COLING 2022
Metadata Shaping: A Simple Approach for Knowledge-Enhanced Language Models
ACL 2022
Meta Discovery: Learning to Discover Novel Classes given Very Limited Data
ICLR 2022
MetaER-TTE: An Adaptive Meta-learning Model for En Route Travel Time Estimation
IJCAI 2022
Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment
AAAI 2022
MetaFill: Text Infilling for Meta-Path Generation on Heterogeneous Information Networks
EMNLP 2022
MetaFinger: Fingerprinting the Deep Neural Networks with Meta-training
IJCAI 2022
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning
CVPR 2022