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)
UltraMedical: Building Specialized Generalists in Biomedicine
NeurIPS 2024
UMFC: Unsupervised Multi-Domain Feature Calibration for Vision-Language Models
NeurIPS 2024
UMUTeam at SemEval-2024 Task 10: Discovering and Reasoning about Emotions in Conversation using Transformers
SemEval 2024
Uncertainty Aware Learning for Language Model Alignment
ACL 2024
Uncertainty Quantification for In-Context Learning of Large Language Models
NAACL 2024
UNcommonsense Reasoning: Abductive Reasoning about Uncommon Situations
NAACL 2024
Uncovering and Mitigating the Hidden Chasm: A Study on the Text-Text Domain Gap in Euphemism Identification
AAAI 2024
Understanding and Improving Source-free Domain Adaptation from a Theoretical Perspective
CVPR 2024
Understanding Convergence and Generalization in Federated Learning through Feature Learning Theory
ICLR 2024
Understanding Generalization of Federated Learning via Stability: Heterogeneity Matters
AISTATS 2024
Understanding Inverse Scaling and Emergence in Multitask Representation Learning
AISTATS 2024
Understanding Retrieval Robustness for Retrieval-augmented Image Captioning
ACL 2024
Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift
ICLR 2024
Understanding the Transferability of Representations via Task-Relatedness
NeurIPS 2024
Understanding Transferable Representation Learning and Zero-shot Transfer in CLIP
ICLR 2024
UniAdapter: Unified Parameter-Efficient Transfer Learning for Cross-modal Modeling
ICLR 2024
UniAP: Towards Universal Animal Perception in Vision via Few-Shot Learning
AAAI 2024
UniAudio 1.5: Large Language Model-Driven Audio Codec is A Few-Shot Audio Task Learner
NeurIPS 2024
UniBridge: A Unified Approach to Cross-Lingual Transfer Learning for Low-Resource Languages
ACL 2024
UniCell: Universal Cell Nucleus Classification via Prompt Learning
AAAI 2024
Unified Language-driven Zero-shot Domain Adaptation
CVPR 2024
Unified Training of Universal Time Series Forecasting Transformers
ICML 2024
Unified Transfer Learning in High-Dimensional Linear Regression
AISTATS 2024
Unified Unsupervised Salient Object Detection via Knowledge Transfer
IJCAI 2024
UniGarmentManip: A Unified Framework for Category-Level Garment Manipulation via Dense Visual Correspondence
CVPR 2024