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)
Complex Question Answering on knowledge graphs using machine translation and multi-task learning
EACL 2021
CompositeTasking: Understanding Images by Spatial Composition of Tasks
CVPR 2021
Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking?
ACL 2021
Concept Learners for Few-Shot Learning
ICLR 2021
Conditional Bures Metric for Domain Adaptation
CVPR 2021
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less Data
ICLR 2021
Conditional Self-Supervised Learning for Few-Shot Classification
IJCAI 2021
Confident Anchor-Induced Multi-Source Free Domain Adaptation
NeurIPS 2021
Constrained differentially private federated learning for low-bandwidth devices
UAI 2021
Constrained Language Models Yield Few-Shot Semantic Parsers
EMNLP 2021
Constrained Multi-Task Learning for Event Coreference Resolution
NAACL 2021
Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems
EMNLP 2021
Contextual policy transfer in reinforcement learning domains via deep mixtures-of-experts
UAI 2021
Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors
AISTATS 2021
Continual Learning via Local Module Composition
NeurIPS 2021
Continual Quality Estimation with Online Bayesian Meta-Learning
ACL 2021
Continuous Coordination As a Realistic Scenario for Lifelong Learning
ICML 2021
ContractNLI: A Dataset for Document-level Natural Language Inference for Contracts
EMNLP 2021
Contrastive Multi-document Question Generation
EACL 2021
Contrastive Neural Processes for Self-Supervised Learning
ACML 2021
Contrastive prototype learning with augmented embeddings for few-shot learning
UAI 2021
Control-Aware Representations for Model-based Reinforcement Learning
ICLR 2021
Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning
AISTATS 2021
Convergence Properties of Stochastic Hypergradients
AISTATS 2021
ConVEx: Data-Efficient and Few-Shot Slot Labeling
NAACL 2021