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)
Do Clinical Question Answering Systems Really Need Specialised Medical Fine Tuning?
EACL 2026
DogFit: Domain-guided Fine-tuning for Efficient Transfer Learning of Diffusion Models
AAAI 2026
Domain Generalizable AI Guardrails with Augmented Policy Training
ACL 2026
Domain Generalizing DINO for Visual Regression via Latent Distractor Subspace Consistency
WACV 2026
DOTGraph: CLIP-Driven Feature Disentanglement and Optimal Transport based Graph Learning for Few-Shot Segmentation
WACV 2026
Doubly Debiased Robust Subsampling for Transfer Learning
JMLR 2026
DREAM: Dynamic Prompts and GuidedMix for Efficient Continual Adaptation of Visual-Language Models
WACV 2026
Dressing the Imagination: A Dataset for AI-Powered Translation of Text into Fashion Outfits and A Novel NeRA Adapter for Enhanced Feature Adaptation
WACV 2026
DS2-Instruct: Domain-Specific Data Synthesis for Large Language Models Instruction Tuning
EACL 2026
Dual-Channel Learning Framework for Zero-Shot CircRNA-miRNA Interaction Prediction via State Space Modeling
AAAI 2026
Dual-Estimator: Decoupling Global and Local Semantic Shift for Drift Compensation in Class-Incremental Learning
CVPR 2026
Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning
AAAI 2026
Dual-Horizon Interest Model for Unified Search and Recommendation
AAAI 2026
Dual-level Adapter Boosting Prompt-free Curvilinear Structure Segmentation
CVPR 2026
Dual-Path Knowledge-Augmented Contrastive Alignment Network for Spatially Resolved Transcriptomics
AAAI 2026
DuoKD: Dual Knowledge Distillation from Large Language Models for Robust Graph Neural Networks
AAAI 2026
Duplex Rewards Optimization for Test-Time Composed Image Retrieval
AAAI 2026
DuPLUS: Dual-Prompt Vision-Language Model for Universal Medical Image Segmentation and Prognosis
WACV 2026
Dynamic Cheatsheet: Test-Time Learning with Adaptive Memory
EACL 2026
DynamicEarth: How Far Are We from Open-Vocabulary Change Detection?
AAAI 2026
Dynamic Geometric Equivariant Network for Full-Atom Antibody Design
AAAI 2026
EASE: Practical and Efficient Safety Alignment for Small Language Models
AAAI 2026
Efficient Federated Conformal Prediction with Group-Conditional Guarantee
UAI 2026
Efficiently Seeking Flat Minima for Better Generalization in Fine-Tuning Large Language Models and Beyond
AAAI 2026
Efficient Robot Learning from Diverse Data
AAAI 2026