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)
Learning from Guidelines: Structured Prompt Optimization for Expert Annotation Tasks
AAAI 2026
Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization
ACL 2026
Learning Intrinsic Hierarchy for Generalized Category Discovery
AAAI 2026
Learning Object-Centric Motion Priors from Human for Robotic Dexterous Manipulation
AAAI 2026
Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer
AAAI 2026
Learning Procedural-Aware Video Representations Through State-Grounded Hierarchy Unfolding
AAAI 2026
Learning Systems Expansion with Efficient Heterogeneity-aware Knowledge Transfer
AAAI 2026
Learning Through Concepts: Hierarchies, Logic and Reasoning
AAAI 2026
Learning to Act Robustly with View-Invariant Latent Actions
CVPR 2026
Learning to Animate Images from A Few Videos to Portray Delicate Human Actions
WACV 2026
Learning to Collaborate: An Orchestrated-Decentralized Framework for Peer-to-Peer LLM Federation
AAAI 2026
Learning to Deliberate: Meta-policy Collaboration for Agentic LLMs with Multi-agent Reinforcement Learning
AAAI 2026
Learning to Generate Structured Meshes with In-Context: Toward Generalization in Mesh Generation
AAAI 2026
Learning to Learn Weight Generation via Local Consistency Diffusion
CVPR 2026
Learning to See Through a Baby's Eyes: Early Visual Diets Enable Robust Visual Intelligence in Humans and Machines
CVPR 2026
Learning to Track Instance from Single Nature Language Description
CVPR 2026
Learning to Use AI for Learning: Teaching Responsible Use of AI Chatbot to K-12 Students Through an AI Literacy Module
AAAI 2026
Less is More: Adapting Text Embeddings for Low-Resource Languages with Small Scale Noisy Synthetic Data
EACL 2026
Less Is More: Rethinking Parameter-Efficient Fine-Tuning from a Subtractive Perspective
AAAI 2026
Let the Model Learn to Feel: Mode-Guided Tonality Injection for Symbolic Music Emotion Recognition
AAAI 2026
Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection
AAAI 2026
LexMachina at SemEval-2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays
SemEval 2026
Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image Classification
AAAI 2026
Lifelong Imitation Learning with Multimodal Latent Replay and Incremental Adjustment
CVPR 2026
Lifting Unlabeled Internet-level Data for 3D Scene Understanding
CVPR 2026