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)
Partial transfusion: on the expressive influence of trainable batch norm parameters for transfer learning
MIDL 2021
PAW at SemEval-2021 Task 2: Multilingual and Cross-lingual Word-in-Context Disambiguation : Exploring Cross Lingual Transfer, Augmentations and Adversarial Training
SemEval 2021
Pay Better Attention to Attention: Head Selection in Multilingual and Multi-Domain Sequence Modeling
NeurIPS 2021
PC-HMR: Pose Calibration for 3D Human Mesh Recovery from 2D Images/Videos
AAAI 2021
Pedestrian and Ego-Vehicle Trajectory Prediction From Monocular Camera
CVPR 2021
PerSim: Data-Efficient Offline Reinforcement Learning with Heterogeneous Agents via Personalized Simulators
NeurIPS 2021
Personalized Adaptive Meta Learning for Cold-start User Preference Prediction
AAAI 2021
Personalized Cross-Silo Federated Learning on Non-IID Data
AAAI 2021
Personalized Entity Resolution with Dynamic Heterogeneous KnowledgeGraph Representations
ACL 2021
Personalized Federated Learning using Hypernetworks
ICML 2021
Personalized Federated Learning with First Order Model Optimization
ICLR 2021
Personalized Federated Learning With Gaussian Processes
NeurIPS 2021
Personalizing Individual Comfort in the Group Setting
AAAI 2021
PFedAtt: Attention-based Personalized Federated Learning on Heterogeneous Clients
ACML 2021
Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus Exploration
EMNLP 2021
Physarum Powered Differentiable Linear Programming Layers and Applications
AAAI 2021
Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning
IJCAI 2021
Plug-and-Play Domain Adaptation for Cross-Subject EEG-based Emotion Recognition
AAAI 2021
PNPDet: Efficient Few-Shot Detection Without Forgetting via Plug-and-Play Sub-Networks
WACV 2021
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples
NeurIPS 2021
Posterior Meta-Replay for Continual Learning
NeurIPS 2021
Power Constrained Bandits
MLHC 2021
PPT: Parsimonious Parser Transfer for Unsupervised Cross-Lingual Adaptation
EACL 2021
Practical and Private (Deep) Learning Without Sampling or Shuffling
ICML 2021
Practical One-Shot Federated Learning for Cross-Silo Setting
IJCAI 2021