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)
Weakly Supervised POS Taggers Perform Poorly on Truly Low-Resource Languages
AAAI 2020
Weakly Supervised Sequence Tagging from Noisy Rules
AAAI 2020
What Can Be Transferred: Unsupervised Domain Adaptation for Endoscopic Lesions Segmentation
CVPR 2020
What Can Learned Intrinsic Rewards Capture?
ICML 2020
What is being transferred in transfer learning?
NeurIPS 2020
When Low Resource NLP Meets Unsupervised Language Model: Meta-Pretraining then Meta-Learning for Few-Shot Text Classification (Student Abstract)
AAAI 2020
Winnowing with Gradient Descent
COLT 2020
Word Frequency Does Not Predict Grammatical Knowledge in Language Models
EMNLP 2020
XL-AMR: Enabling Cross-Lingual AMR Parsing with Transfer Learning Techniques
EMNLP 2020
XL-WiC: A Multilingual Benchmark for Evaluating Semantic Contextualization
EMNLP 2020
XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning
ICML 2020
Zero-Shot Crosslingual Sentence Simplification
EMNLP 2020
Zero-Shot Cross-Lingual Transfer with Meta Learning
EMNLP 2020
Zero-Shot Sketch-Based Image Retrieval via Graph Convolution Network
AAAI 2020
Zero-Shot Text-to-SQL Learning with Auxiliary Task
AAAI 2020
Zero-Shot Transfer Learning with Synthesized Data for Multi-Domain Dialogue State Tracking
ACL 2020
ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization
EMNLP 2020
A Baseline for Any Order Gradient Estimation in Stochastic Computation Graphs
ICML 2019
Accelerating Imitation Learning with Predictive Models
AISTATS 2019
ACE: Adapting to Changing Environments for Semantic Segmentation
ICCV 2019
A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification
EMNLP 2019
A Closer Look at Few-shot Classification
ICLR 2019
ACMM: Aligned Cross-Modal Memory for Few-Shot Image and Sentence Matching
ICCV 2019
A Comparative Study of Distributional and Symbolic Paradigms for Relational Learning
IJCAI 2019
A Comparison of Word-based and Context-based Representations for Classification Problems in Health Informatics
ACL 2019