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)
Exploring Semi-supervised Learning for Audio-based COVID-19 Detection using FixMatch
Interspeech 2022
Exploring the influence of fine-tuning data on wav2vec 2.0 model for blind speech quality prediction
Interspeech 2022
Exploring the Limits of Domain-Adaptive Training for Detoxifying Large-Scale Language Models
NeurIPS 2022
ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning
ICLR 2022
ExtEnD: Extractive Entity Disambiguation
ACL 2022
Extracting Latent State Representations with Linear Dynamics from Rich Observations
ICML 2022
Extracting Person Names from User Generated Text: Named-Entity Recognition for Combating Human Trafficking
ACL 2022
EyePAD++: A Distillation-Based Approach for Joint Eye Authentication and Presentation Attack Detection Using Periocular Images
CVPR 2022
Factored DRO: Factored Distributionally Robust Policies for Contextual Bandits
NeurIPS 2022
Factorized-FL: Personalized Federated Learning with Parameter Factorization & Similarity Matching
NeurIPS 2022
FAD-X: Fusing Adapters for Cross-lingual Transfer to Low-Resource Languages
AACL 2022
Fairness in Federated Learning via Core-Stability
NeurIPS 2022
FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning
NeurIPS 2022
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs
IJCAI 2022
Faithful to the Document or to the World? Mitigating Hallucinations via Entity-Linked Knowledge in Abstractive Summarization
EMNLP 2022
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations
ICLR 2022
Fast Composite Optimization and Statistical Recovery in Federated Learning
ICML 2022
Faster non-convex federated learning via global and local momentum
UAI 2022
Fast inference and transfer of compositional task structures for few-shot task generalization
UAI 2022
Fast Lifelong Adaptive Inverse Reinforcement Learning from Demonstrations
CoRL 2022
Fast-Rate PAC-Bayesian Generalization Bounds for Meta-Learning
ICML 2022
FCGCL: Fine- and Coarse-Granularity Contrastive Learning for Speech Translation
EMNLP 2022
Feature Distribution Matching for Federated Domain
Generalization
ACML 2022
Feature-Proxy Transformer for Few-Shot Segmentation
NeurIPS 2022
FedBABU: Toward Enhanced Representation for Federated Image Classification
ICLR 2022