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)
On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning
ICLR 2021
On Language Models for Creoles
CoNLL 2021
On Large-Cohort Training for Federated Learning
NeurIPS 2021
On Learning Domain-Invariant Representations for Transfer Learning with Multiple Sources
NeurIPS 2021
Online Learning Meets Machine Translation Evaluation: Finding the Best Systems with the Least Human Effort
ACL 2021
Online Learning of Action Models for PDDL Planning
IJCAI 2021
Online Meta-Learning via Learning with Layer-Distributed Memory
NeurIPS 2021
Online probabilistic label trees
AISTATS 2021
On Multi-Armed Bandit Designs for Dose-Finding Trials
JMLR 2021
On Plasticity, Invariance, and Mutually Frozen Weights in Sequential Task Learning
NeurIPS 2021
On sensitivity of meta-learning to support data
NeurIPS 2021
On the Benefit of Syntactic Supervision for Cross-lingual Transfer in Semantic Role Labeling
EMNLP 2021
On the Convergence of Communication-Efficient Local SGD for Federated Learning
AAAI 2021
On the Convergence Theory of Debiased Model-Agnostic Meta-Reinforcement Learning
NeurIPS 2021
On the cross-lingual transferability of multilingual prototypical models across NLU tasks
ACL 2021
On the differences between BERT and MT encoder spaces and how to address them in translation tasks
ACL 2021
On the Effectiveness of Adapter-based Tuning for Pretrained Language Model Adaptation
ACL 2021
On the Evaluation of Vision-and-Language Navigation Instructions
EACL 2021
On the Hidden Negative Transfer in Sequential Transfer Learning for Domain Adaptation from News to Tweets
EACL 2021
On the Importance of Word Order Information in Cross-lingual Sequence Labeling
AAAI 2021
On the logistical difficulties and findings of Jopara Sentiment Analysis
NAACL 2021
On the Transfer of Disentangled Representations in Realistic Settings
ICLR 2021
On the Universality of Graph Neural Networks on Large Random Graphs
NeurIPS 2021
OntoED: Low-resource Event Detection with Ontology Embedding
ACL 2021
On Training Instance Selection for Few-Shot Neural Text Generation
ACL 2021