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
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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
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Papers (including subtopics)
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning
CVPR 2022
Rethinking Generalization in Few-Shot Classification
NeurIPS 2022
Rethinking Goal-Conditioned Supervised Learning and Its Connection to Offline RL
ICLR 2022
Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning
COLING 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?
EMNLP 2022
Retrieval Augmented Visual Question Answering with Outside Knowledge
EMNLP 2022
RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder
EMNLP 2022
Reusing a Multi-lingual Setup to Bootstrap a Grammar Checker for a Very Low Resource Language without Data
ACL 2022
Revisiting Generative Commonsense Reasoning: A Pre-Ordering Approach
NAACL 2022
Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning
CVPR 2022
Revisiting the Practical Effectiveness of Constituency Parse Extraction from Pre-trained Language Models
COLING 2022
RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning
NAACL 2022
RIT Boston at SemEval-2022 Task 5: Multimedia Misogyny Detection By Using Coherent Visual and Language Features from CLIP Model and Data-centric AI Principle
SemEval 2022
RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection
NeurIPS 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning
EMNLP 2022
Robbing the Fed: Directly Obtaining Private Data in Federated Learning with Modified Models
ICLR 2022
RoboTube: Learning Household Manipulation from Human Videos with Simulated Twin Environments
CoRL 2022
Robust Domain Adaptation for Pre-trained Multilingual Neural Machine Translation Models
EMNLP 2022
Robust End-to-end Speaker Diarization with Generic Neural Clustering
Interspeech 2022
Robust Federated Learning With Noisy and Heterogeneous Clients
CVPR 2022
Robust Fine-Tuning of Zero-Shot Models
CVPR 2022
Robust Fine-tuning via Perturbation and Interpolation from In-batch Instances
IJCAI 2022
Robust High-Dimensional Classification From Few Positive Examples
IJCAI 2022
Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile
ICML 2022
Robustness of Demonstration-based Learning Under Limited Data Scenario
EMNLP 2022