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)
Towards Dynamic Modality Alignment in Multimodal Continual Learning
CVPR 2026
Towards Fast and Accurate Modeling for Cross-Lingual Label Projection
ACL 2026
Towards Fine-Grained Adaptation of CLIP via a Self-Trained Alignment Score
WACV 2026
Towards Generalist Robot Learning from Internet Video: A Survey (Abstract Reprint)
AAAI 2026
Towards LLM-Empowered Knowledge Tracing via LLM-Student Hierarchical Behavior Alignment in Hyperbolic Space
AAAI 2026
Towards Multimodal Continual Knowledge Embedding with Modality Forgetting Modulation
AAAI 2026
Towards Offline Imitation Learning: Strictly Batch Settings, Generalization, and Variability in Expertise
AAAI 2026
Towards OOD Generalization in Dynamic Graphs via Causal Invariant Learning
AAAI 2026
Towards Robust Edge Model Adaptation via Elastic Architecture Search
AAAI 2026
Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and Defense
AAAI 2026
Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression
ACL 2026
TRACE: Trajectory-based Activation Change Estimation for Task-specific Data Selection
AAAI 2026
Tracing Multilingual Knowledge Acquisition Dynamics in Domain Adaptation: A Case Study of Biomedical Adaptation
EACL 2026
Training-Free Few-Shot Segmentation via Vision-Language Guided Prompting
WACV 2026
Training-Only Heterogeneous Image-Patch-Text Graph Supervision for Advancing Few-Shot Learning Adapters
CVPR 2026
Trajectory-Level Experimental Design for Fast Safety Parameter Estimation of Unknown Environments by Autonomous Systems
L4DC 2026
Transferable Graph Condensation from the Causal Perspective
AAAI 2026
Transferable Model-agnostic Vision-Language Model Adaptation for Efficient Weak-to-Strong Generalization
AAAI 2026
Transfer Conformal Predictive Inference for Regression
JMLR 2026
Transfer Learning for Generalizable Automated LLM Improvement Pipeline for IVR Navigation
ACL 2026
Transfer Learning via Regularized Random-effects Linear Discriminant Analysis
JMLR 2026
TransFR: Transferable Federated Recommendation with Adapter Tuning on Pre-trained Language Models
AAAI 2026
TriFusion-IDS: A Multimodal Graph-Tabular-Text Contrastive Framework for Cross-Dataset Intrusion Detection
AAAI 2026
TriLite: Efficient Weakly Supervised Object Localization with Universal Visual Features and Tri-Region Disentanglement
CVPR 2026
TRivia: Self-supervised Fine-tuning of Vision-Language Models for Table Recognition
CVPR 2026