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)
FLEX: Unifying Evaluation for Few-Shot NLP
NeurIPS 2021
FL-MSRE: A Few-Shot Learning based Approach to Multimodal Social Relation Extraction
AAAI 2021
FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective
NeurIPS 2021
FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization
ICLR 2021
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring
ICCV 2021
Framing Word Sense Disambiguation as a Multi-Label Problem for Model-Agnostic Knowledge Integration
EACL 2021
FREE: Feature Refinement for Generalized Zero-Shot Learning
ICCV 2021
Free Lunch for Few-shot Learning: Distribution Calibration
ICLR 2021
Free-rider Attacks on Model Aggregation in Federated Learning
AISTATS 2021
From Generalized Zero-Shot Learning to Long-Tail With Class Descriptors
WACV 2021
From Local Structures to Size Generalization in Graph Neural Networks
ICML 2021
Frustratingly Simple but Surprisingly Strong: Using Language-Independent Features for Zero-shot Cross-lingual Semantic Parsing
EMNLP 2021
FST: the FAIR Speech Translation System for the IWSLT21 Multilingual Shared Task
ACL 2021
Functionally Regionalized Knowledge Transfer for Low-resource Drug Discovery
NeurIPS 2021
Function Contrastive Learning of Transferable Meta-Representations
ICML 2021
GAIA: A Transfer Learning System of Object Detection That Fits Your Needs
CVPR 2021
Gait Recognition in the Wild: A Benchmark
ICCV 2021
Game of Gradients: Mitigating Irrelevant Clients in Federated Learning
AAAI 2021
GANcraft: Unsupervised 3D Neural Rendering of Minecraft Worlds
ICCV 2021
GCDH@LT-EDI-EACL2021: XLM-RoBERTa for Hope Speech Detection in English, Malayalam, and Tamil
EACL 2021
Generalised Task Planning with First-Order Function Approximation
CoRL 2021
Generalizable Pedestrian Detection: The Elephant in the Room
CVPR 2021
Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis
NeurIPS 2021
Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability
NeurIPS 2021
Generalization in data-driven models of primary visual cortex
ICLR 2021