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)
Finding Distributed Object-Centric Properties in Self-Supervised Transformers
CVPR 2026
Fine-Grained Image Retrieval via Dual-Vision Adaptation
AAAI 2026
Fine-Tuning Impairs the Balancedness of Foundation Models in Long-tailed Personalized Federated Learning
CVPR 2026
First Learn, Then Review: Human-Like Continual Learning for Cross-View Geo-Localization with Limited Field of View
AAAI 2026
First-Order Representation Languages for Goal-Conditioned RL
AAAI 2026
FlowCLAS: Enhancing Normalizing Flow-Based Anomaly Segmentation Via Contrastive Learning
WACV 2026
FoAM: Foresight-Augmented Multi-Task Imitation Policy for Robotic Manipulation
AAAI 2026
Focus-to-Perceive Representation Learning: A Cognition-Inspired Hierarchical Framework for Endoscopic Video Analysis
CVPR 2026
FOREVER: Forgetting Curve-Inspired Memory Replay for Language Model Continual Learning
ACL 2026
Forging a Dynamic Memory: Retrieval-Guided Continual Learning for Generalist Medical Foundation Models
CVPR 2026
Foundation Model Priors Enhance Object Focus in Feature Space for Source-Free Object Detection
CVPR 2026
Frequency-Aware Affinity for Weakly Supervised Semantic Segmentation
CVPR 2026
Frequency Switching Mechanism for Parameter-Efficient Multi-Task Learning
CVPR 2026
From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment
ACL 2026
From Cognitive Priors to Instance Semantics: A Unified Framework for Multi-task Affective Computing
WACV 2026
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning
AAAI 2026
From Few-Shot Learning to Data-Efficient Intelligence
AAAI 2026
From Few-way to Many-way: Rethinking Few-shot Fine-grained Image Classification
CVPR 2026
From FusHa to Folk: Exploring Cross-Lingual Transfer in Arabic Language Models
EACL 2026
From Sequential to Recursive: Enhancing Decision-Focused Learning with Bidirectional Feedback
AAAI 2026
From Static to Active: Knowledge-Aware Node State Selection in Multi-view Graph Learning
AAAI 2026
Game Ground Bench: Probing the Limits of LVLMs in Complex Semantic Grounding Across Game Universes
AAAI 2026
GateRA: Token-aware Modulation for Parameter-Efficient Fine-tuning
AAAI 2026
GaussianMatch: Semi-Supervised Regression with Pseudo-Label Filtering via Multi-View Gaussian Consistency
CVPR 2026
GCL-OT: Graph Contrastive Learning with Optimal Transport for Heterophilic Text-Attributed Graphs
AAAI 2026