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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

4
29
67
1,124
2,486
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'10
'15
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'25

Papers (including subtopics)

Contrastive Difference Predictive Coding ICLR 2024 Contrastive Learning to Improve Retrieval for Real-World Fact Checking EMNLP 2024 ContrastiveMix: Overcoming Code-Mixing Dilemma in Cross-Lingual Transfer for Information Retrieval NAACL 2024 Contrastive Representation for Data Filtering in Cross-Domain Offline Reinforcement Learning ICML 2024 Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation ACL 2024 Convergence Analysis of Split Federated Learning on Heterogeneous Data NeurIPS 2024 Convolutional Prompting meets Language Models for Continual Learning CVPR 2024 Cooperative Hardware-Prompt Learning for Snapshot Compressive Imaging NeurIPS 2024 CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning NeurIPS 2024 Core-Structures-Guided Multi-Modal Classification Neural Architecture Search IJCAI 2024 CORI: CJKV Benchmark with Romanization Integration - a Step towards Cross-lingual Transfer beyond Textual Scripts COLING 2024 CorNav: Autonomous Agent with Self-Corrected Planning for Zero-Shot Vision-and-Language Navigation ACL 2024 CORN: Contact-based Object Representation for Nonprehensile Manipulation of General Unseen Objects ICLR 2024 Correlated Noise Provably Beats Independent Noise for Differentially Private Learning ICLR 2024 Cost-Effective Discourse Annotation in the Prague Czech–English Dependency Treebank COLING 2024 Cost-Efficient Subjective Task Annotation and Modeling through Few-Shot Annotator Adaptation EMNLP 2024 Could Chemical Language Models benefit from Message Passing ACL 2024 Could We Have Had Better Multilingual LLMs if English Was Not the Central Language? COLING 2024 Counterfactual Reasoning with Knowledge Graph Embeddings EACL 2024 Countering the Communication Bottleneck in Federated Learning: A Highly Efficient Zero-Order Optimization Technique JMLR 2024 CoverICL: Selective Annotation for In-Context Learning via Active Graph Coverage EMNLP 2024 CoVoSwitch: Machine Translation of Synthetic Code-Switched Text Based on Intonation Units ACL 2024 CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment CVPR 2024 CPopQA: Ranking Cultural Concept Popularity by LLMs NAACL 2024 CPPO: Continual Learning for Reinforcement Learning with Human Feedback ICLR 2024