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
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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
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Papers (including subtopics)
Sequential Reptile: Inter-Task Gradient Alignment for Multilingual Learning
ICLR 2022
SEQZERO: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models
NAACL 2022
Set-valued prediction in hierarchical classification with constrained representation complexity
UAI 2022
SF-DST: Few-Shot Self-Feeding Reading Comprehension Dialogue State Tracking with Auxiliary Task
Interspeech 2022
SFE-AI at SemEval-2022 Task 11: Low-Resource Named Entity Recognition using Large Pre-trained Language Models
SemEval 2022
Shallow Parsing for Nepal Bhasa Complement Clauses
ACL 2022
Sharing Decoders: Network Fission for Multi-Task Pixel Prediction
WACV 2022
Sharing Knowledge for Meta-learning with Feature Descriptions
NeurIPS 2022
Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective
AISTATS 2022
Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning
NeurIPS 2022
Sharp-MAML: Sharpness-Aware Model-Agnostic Meta Learning
ICML 2022
Shielding Federated Learning: Robust Aggregation with Adaptive Client Selection
IJCAI 2022
Shoring up the foundations: fusing model embeddings and weak supervision
UAI 2022
ShuttleNet: Position-Aware Fusion of Rally Progress and Player Styles for Stroke Forecasting in Badminton
AAAI 2022
Simple and Effective Zero-shot Cross-lingual Phoneme Recognition
Interspeech 2022
Simple but Effective: CLIP Embeddings for Embodied AI
CVPR 2022
Single Dynamic Network for Multi-label Renal Pathology Image Segmentation
MIDL 2022
Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition
WACV 2022
SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity Recognition
EMNLP 2022
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
JMLR 2022
SmartIdx: Reducing Communication Cost in Federated Learning by Exploiting the CNNs Structures
AAAI 2022
SMASH: Improving SMAll Language Models’ Few-SHot Ability with Prompt-Based Distillation
EMNLP 2022
Smoothed Embeddings for Certified Few-Shot Learning
NeurIPS 2022
Snoopy: An Online Interface for Exploring the Effect of Pretraining Term Frequencies on Few-Shot LM Performance
EMNLP 2022
SNP2Vec: Scalable Self-Supervised Pre-Training for Genome-Wide Association Study
ACL 2022