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)
FedTAD: Topology-aware Data-free Knowledge Distillation for Subgraph Federated Learning
IJCAI 2024
FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heterogeneity in Federated Learning
AAAI 2024
FedTrans: Client-Transparent Utility Estimation for Robust Federated Learning
ICLR 2024
FedUV: Uniformity and Variance for Heterogeneous Federated Learning
CVPR 2024
FedWon: Triumphing Multi-domain Federated Learning Without Normalization
ICLR 2024
Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity
NeurIPS 2024
Fewer is More: Boosting Math Reasoning with Reinforced Context Pruning
EMNLP 2024
Few-shot Adaptation to Distribution Shifts By Mixing Source and Target Embeddings
ICML 2024
Few-Shot Adversarial Prompt Learning on Vision-Language Models
NeurIPS 2024
Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark
NeurIPS 2024
Few shot chain-of-thought driven reasoning to prompt LLMs for open-ended medical question answering
EMNLP 2024
Few-shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt
ECCV 2024
Few-shot clinical entity recognition in English, French and Spanish: masked language models outperform generative model prompting
EMNLP 2024
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering
EACL 2024
Few-Shot Dialogue Summarization via Skeleton-Assisted Prompt Transfer in Prompt Tuning
EACL 2024
Few-Shot Diffusion Models Escape the Curse of Dimensionality
NeurIPS 2024
Few-Shot Event Argument Extraction Based on a Meta-Learning Approach
NAACL 2024
Few-Shot Event Classification in Images Using Knowledge Graphs for Prompting
WACV 2024
Few-shot Hybrid Domain Adaptation of Image Generator
ICLR 2024
Few-Shot Keyword-Incremental Learning with Total Calibration
Interspeech 2024
Few-Shot Keyword Spotting from Mixed Speech
Interspeech 2024
Few-shot Learner Parameterization by Diffusion Time-steps
CVPR 2024
Few-Shot Learning for Cold-Start Recommendation
COLING 2024
Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI
AAAI 2024
Few-shot Link Prediction on Hyper-relational Facts
COLING 2024