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)
Batman: Benign Knowledge Alignment Through Malicious Null Space in Federated Backdoor Attack
CVPR 2026
Bayesian Decomposition and Semantic Completion for Few-shot Semantic Segmentation
CVPR 2026
Bayesian Network Structural Consensus via Greedy Min-Cut Analysis
AAAI 2026
Beyond Discrepancy: A Closer Look at the Theory of Distribution Shift
ALT 2026
Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge
ACL 2026
Beyond Examples: Towards Automated Thought-level In-Context Reasoning for Large Language Models
ACL 2026
Beyond Heuristic Prompting: A Concept-Guided Bayesian Framework for Zero-Shot Image Recognition
CVPR 2026
Beyond Many-Shot Translation: Scaling In-Context Demonstrations For Low-Resource Machine Translation
EACL 2026
Beyond Passive Viewing: A Pilot Study of a Hybrid Learning Platform Augmenting Video Lectures with Conversational AI.
EACL 2026
Beyond Patches: Global-aware Autoregressive Model for Multimodal Few-Shot Font Generation
CVPR 2026
Beyond Plain Demos: A Demo-Centric Anchoring Paradigm for In-Context Learning in Alzheimer’s Disease Detection
AAAI 2026
Beyond Prompt Degradation: Prototype-guided Dual-pool Prompting for Incremental Object Detection
CVPR 2026
Beyond Retraining: Training-Free Unknown Class Filtering for Source-Free Open Set Domain Adaptation of Vision–Language Models
AAAI 2026
Beyond Static Alignment: Adaptive Arbitration for Semantic Incongruence in Semi-Supervised Multimodal Sentiment Analysis
ACL 2026
BiCA: Effective Biomedical Dense Retrieval with Citation-Aware Hard Negatives
AAAI 2026
Bidirectional Multimodal Prompt Learning with Scale-Aware Training for Few-Shot Multi-Class Anomaly Detection
CVPR 2026
Bi-level Personalization for Federated Foundation Models: A Task-vector Aggregation Approach
AAAI 2026
BioDPP: Dynamic Prompt Policy Learning for Biomedical Vision-Language Models
AAAI 2026
BiPA: Bilevel Prompt Adaptation for Underwater Instance Segmentation
CVPR 2026
BIQ: Bisection Interval Quantization for Communication-efficient Federated Learning
AAAI 2026
Black-Box Domain Adaptation for Object Detection with Retention-Driven Knowledge Compression
CVPR 2026
BLADE: A Behavior-Level Data Augmentation Framework with Dual Fusion Modeling for Multi-Behavior Sequential Recommendation
AAAI 2026
BlendCLIP: Bridging Synthetic and Real Domains for Zero-Shot 3D Object Classification with Multimodal Pretraining
WACV 2026
BOFA: Bridge-Layer Orthogonal Low-Rank Fusion for CLIP-Based Class-Incremental Learning
AAAI 2026
Boosting Adversarial Transferability via Ensemble Non-Attention
AAAI 2026