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)
AutoQA: From Databases To QA Semantic Parsers With Only Synthetic Training Data
EMNLP 2020
AutoSpeech 2020: The Second Automated Machine Learning Challenge for Speech Classification
Interspeech 2020
Auxiliary Task Reweighting for Minimum-data Learning
NeurIPS 2020
A Variational Autoencoder with Deep Embedding Model for Generalized Zero-Shot Learning
AAAI 2020
A Variational Point Process Model for Social Event Sequences
AAAI 2020
AViD Dataset: Anonymized Videos from Diverse Countries
NeurIPS 2020
AVID: Learning Multi-Stage Tasks via Pixel-Level Translation of Human Videos
RSS 2020
BANANA at WNUT-2020 Task 2: Identifying COVID-19 Information on Twitter by Combining Deep Learning and Transfer Learning Models
EMNLP 2020
Bayes-enhanced Lifelong Attention Networks for Sentiment Classification
COLING 2020
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels
NeurIPS 2020
Bayesian Meta Sampling for Fast Uncertainty Adaptation
ICLR 2020
Bayesian Methods for Semi-supervised Text Annotation
COLING 2020
Bayesian Optimization using Pseudo-Points
IJCAI 2020
Becoming Linguistically Mature: Modeling English and German Children’s Writing Development Across School Grades
ACL 2020
Behaviour Suite for Reinforcement Learning
ICLR 2020
Belief Merging Operators as Maximum Likelihood Estimators
IJCAI 2020
BERT-INT:A BERT-based Interaction Model For Knowledge Graph Alignment
IJCAI 2020
Best Practices for Data-Efficient Modeling in NLG:How to Train Production-Ready Neural Models with Less Data
COLING 2020
Better Long-Range Dependency By Bootstrapping A Mutual Information Regularizer
AISTATS 2020
Beyond [CLS] through Ranking by Generation
EMNLP 2020
Beyond Fine-tuning: Few-Sample Sentence Embedding Transfer
AACL 2020
BhamNLP at SemEval-2020 Task 12: An Ensemble of Different Word Embeddings and Emotion Transfer Learning for Arabic Offensive Language Identification in Social Media
SemEval 2020
Biased Stochastic First-Order Methods for Conditional Stochastic Optimization and Applications in Meta Learning
NeurIPS 2020
Bilingual Transfer Learning for Online Product Classification
COLING 2020
BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition
EMNLP 2020