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
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Papers (including subtopics)
Few-Shot Self-Rationalization with Natural Language Prompts
NAACL 2022
Few-shot Subgoal Planning with Language Models
NAACL 2022
Few-shot Table-to-text Generation with Prefix-Controlled Generator
COLING 2022
Few-Shot Tabular Data Enrichment Using Fine-Tuned Transformer Architectures
ACL 2022
Few-Shot Weakly-Supervised Object Detection via Directional Statistics
WACV 2022
Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel Space
ICLR 2022
Findings of the Shared Task on Multi-task Learning in Dravidian Languages
ACL 2022
Finding Valid Adjustments under Non-ignorability with Minimal DAG Knowledge
AISTATS 2022
Fine-Grained Analysis of Stability and Generalization for Modern Meta Learning Algorithms
NeurIPS 2022
Fine-grained Image Captioning with CLIP Reward
NAACL 2022
Finer-grained Modeling units-based Meta-Learning for Low-resource Tibetan Speech Recognition
Interspeech 2022
Finetuned Language Models are Zero-Shot Learners
ICLR 2022
Fine-Tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learning
CVPR 2022
Fine-tuning Language Models over Slow Networks using Activation Quantization with Guarantees
NeurIPS 2022
Finetuning Latin BERT for Word Sense Disambiguation on the Thesaurus Linguae Latinae
AACL 2022
FinSim4-ESG Shared Task: Learning Semantic Similarities for the Financial Domain. Extended edition to ESG insights
EMNLP 2022
Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification
ICML 2022
FLAIR: Federated Learning Annotated Image Repository
NeurIPS 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
NeurIPS 2022
Flamingo: a Visual Language Model for Few-Shot Learning
NeurIPS 2022
Fleet-DAgger: Interactive Robot Fleet Learning with Scalable Human Supervision
CoRL 2022
FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning
AISTATS 2022
FLUID: Few-Shot Self-Supervised Image Deraining
WACV 2022
FLVoogd: Robust And Privacy Preserving Federated
Learning
ACML 2022
Focus-Driven Contrastive Learning for Medical Question Summarization
COLING 2022