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 to Generate Gradients for Test-Time Adaptation via Test-Time Training Layers
AAAI 2025
Learning Together Securely: Prototype-Based Federated Multi-Modal Hashing for Safe and Efficient Multi-Modal Retrieval
AAAI 2025
Learning to Help in Multi-Class Settings
ICLR 2025
Learning to Move with Style: Few-Shot Cross-Modal Style Transfer for Creative Robot Motion Generation
NeurIPS 2025
Learning-to-Optimize with PAC-Bayesian Guarantees: Theoretical Considerations and Practical Implementation
JMLR 2025
Learning to Prompt with Text Only Supervision for Vision-Language Models
AAAI 2025
Learning to Reuse Policies in State Evolvable Environments
ICML 2025
Learning to vary: Teaching LMs to reproduce human linguistic variability in next-word prediction
EMNLP 2025
Learning Unified Distance Metric Across Diverse Data Distributions with Parameter-Efficient Transfer Learning
WACV 2025
Learning Visual Grounding from Generative Vision and Language Model
WACV 2025
Learning Visual Proxy for Compositional Zero-Shot Learning
ICCV 2025
Learning vs Retrieval: The Role of In-Context Examples in Regression with Large Language Models
NAACL 2025
LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application
AAAI 2025
Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory
ACL 2025
Learnware Specification via Dual Alignment
ICML 2025
LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights cases
NAACL 2025
Legal Judgment Prediction based on Knowledge-enhanced Multi-Task and Multi-Label Text Classification
NAACL 2025
Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning
EMNLP 2025
LEKA: LLM-Enhanced Knowledge Augmentation
IJCAI 2025
Lemma Dilemma: On Lemma Generation Without Domain- or Language-Specific Training Data
EMNLP 2025
LEMMA: Learning from Errors for MatheMatical Advancement in LLMs
ACL 2025
Length-Induced Embedding Collapse in PLM-based Models
ACL 2025
Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual Recognition
CVPR 2025
Let Humanoids Hike! Integrative Skill Development on Complex Trails
CVPR 2025
Let’s Play Across Cultures: A Large Multilingual, Multicultural Benchmark for Assessing Language Models’ Understanding of Sports
EMNLP 2025