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)
Provably Feedback-Efficient Reinforcement Learning via Active Reward Learning
NeurIPS 2022
Provably Filtering Exogenous Distractors using Multistep Inverse Dynamics
ICLR 2022
Provably sample-efficient RL with side information about latent dynamics
NeurIPS 2022
Proximal Exploration for Model-guided Protein Sequence Design
ICML 2022
ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally!
ICML 2022
Pseudo-Labeled Auto-Curriculum Learning for Semi-Supervised Keypoint Localization
ICLR 2022
PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base Population
EMNLP 2022
PSSAT: A Perturbed Semantic Structure Awareness Transferring Method for Perturbation-Robust Slot Filling
COLING 2022
P-Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and Tasks
ACL 2022
Punctuation Restoration in Spanish Customer Support Transcripts using Transfer Learning
NAACL 2022
Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference
CVPR 2022
Pushing the Performance Limit of Scene Text Recognizer Without Human Annotation
CVPR 2022
QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning
AISTATS 2022
QSFL: A Two-Level Uplink Communication Optimization Framework for Federated Learning
ICML 2022
Quadapter: Adapter for GPT-2 Quantization
EMNLP 2022
Question Answering Infused Pre-training of General-Purpose Contextualized Representations
ACL 2022
Question Generation Based on Grammar Knowledge and Fine-grained Classification
COLING 2022
Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask
ACL 2022
R2D2 at SemEval-2022 Task 6: Are language models sarcastic enough? Finetuning pre-trained language models to identify sarcasm
SemEval 2022
RACE: Retrieval-augmented Commit Message Generation
EMNLP 2022
Ranking Distance Calibration for Cross-Domain Few-Shot Learning
CVPR 2022
Rapid Model Architecture Adaption for Meta-Learning
NeurIPS 2022
RareGAN: Generating Samples for Rare Classes
AAAI 2022
Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning
NeurIPS 2022
RAW-GNN: RAndom Walk Aggregation based Graph Neural Network
IJCAI 2022