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)
Data Distribution Distilled Generative Model for Generalized Zero-Shot Recognition
AAAI 2024
Data-driven simulator for mechanical circulatory support with domain adversarial neural process
L4DC 2024
Data-Efficient Graph Learning
AAAI 2024
Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning
NeurIPS 2024
Data Valuation and Detections in Federated Learning
CVPR 2024
DATS: Difficulty-Aware Task Sampler for Meta-Learning Physics-Informed Neural Networks
ICLR 2024
DaVinci at SemEval-2024 Task 9: Few-shot prompting GPT-3.5 for Unconventional Reasoning
SemEval 2024
DeakinNLP at BioLaySumm: Evaluating Fine-tuning Longformer and GPT-4 Prompting for Biomedical Lay Summarization
ACL 2024
DeBERTa Beats Behemoths: A Comparative Analysis of Fine-Tuning, Prompting, and PEFT Approaches on LegalLensNER
EMNLP 2024
Decentralized Directed Collaboration for Personalized Federated Learning
CVPR 2024
DECO-Bench: Unified Benchmark for Decoupled Task-Agnostic Synthetic Data Release
NeurIPS 2024
Decoding the Narratives: Analyzing Personal Drug Experiences Shared on Reddit
ACL 2024
Decomposed Prompt Decision Transformer for Efficient Unseen Task Generalization
NeurIPS 2024
Deconstructing In-Context Learning: Understanding Prompts via Corruption
COLING 2024
DECOR: Improving Coherence in L2 English Writing with a Novel Benchmark for Incoherence Detection, Reasoning, and Rewriting
EMNLP 2024
Decoupled Contrastive Learning for Long-Tailed Recognition
AAAI 2024
Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling
AAAI 2024
DeepCalliFont: Few-Shot Chinese Calligraphy Font Synthesis by Integrating Dual-Modality Generative Models
AAAI 2024
Deep Exploration of Cross-Lingual Zero-Shot Generalization in Instruction Tuning
ACL 2024
Deep Learning Based Named Entity Recognition Models for Recipes
COLING 2024
Deep Nonparametric Quantile Regression under Covariate Shift
JMLR 2024
DeepPavlov 1.0: Your Gateway to Advanced NLP Models Backed by Transformers and Transfer Learning
EMNLP 2024
DeepPavlov at SemEval-2024 Task 8: Leveraging Transfer Learning for Detecting Boundaries of Machine-Generated Texts
SemEval 2024
“Define Your Terms” : Enhancing Efficient Offensive Speech Classification with Definition
EACL 2024
DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning
CVPR 2024