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)
Long-Tail Recognition via Compositional Knowledge Transfer
CVPR 2022
Look Closer To Supervise Better: One-Shot Font Generation via Component-Based Discriminator
CVPR 2022
Look Ma, Only 400 Samples! Revisiting the Effectiveness of Automatic N-Gram Rule Generation for Spelling Normalization in Filipino
EMNLP 2022
Low Resource Causal Event Detection from Biomedical Literature
ACL 2022
LSCDiscovery: A shared task on semantic change discovery and detection in Spanish
ACL 2022
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning
NeurIPS 2022
M3: Multi-level dataset for Multi-document summarisation of Medical studies
EMNLP 2022
M3T: Three-Dimensional Medical Image Classifier Using Multi-Plane and Multi-Slice Transformer
CVPR 2022
m4 Adapter: Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter
EMNLP 2022
Machine Translation for a Very Low-Resource Language - Layer Freezing Approach on Transfer Learning
COLING 2022
MAGMA – Multimodal Augmentation of Generative Models through Adapter-based Finetuning
EMNLP 2022
Make the Best of Cross-lingual Transfer: Evidence from POS Tagging with over 100 Languages
ACL 2022
Making Linear MDPs Practical via Contrastive Representation Learning
ICML 2022
Making Pretrained Language Models Good Long-tailed Learners
EMNLP 2022
MAML and ANIL Provably Learn Representations
ICML 2022
MaNLP@SMM4H’22: BERT for Classification of Twitter Posts
COLING 2022
MANTIS at SMM4H’2022: Pre-Trained Language Models Meet a Suite of Psycholinguistic Features for the Detection of Self-Reported Chronic Stress
COLING 2022
Mapping Phonology to Semantics: A Computational Model of Cross-Lingual Spoken-Word Recognition
COLING 2022
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation
NeurIPS 2022
Markov Abstractions for PAC Reinforcement Learning in Non-Markov Decision Processes
IJCAI 2022
MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition
EMNLP 2022
Masked Autoencoding for Scalable and Generalizable Decision Making
NeurIPS 2022
MaskSplit: Self-Supervised Meta-Learning for Few-Shot Semantic Segmentation
WACV 2022
MatchPrompt: Prompt-based Open Relation Extraction with Semantic Consistency Guided Clustering
EMNLP 2022
Match the Script, Adapt if Multilingual: Analyzing the Effect of Multilingual Pretraining on Cross-lingual Transferability
ACL 2022