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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)

Breaking Bad: Norms for Valence, Arousal, and Dominance for over 10k English Multiword Expressions IJCNLP 2025 Breaking Boundaries: Investigating the Effects of Model Editing on Cross-linguistic Performance NAACL 2025 Breaking Data Silos in Parkinson’s Disease Diagnosis: An Adaptive Federated Learning Approach for Privacy-Preserving Facial Expression Analysis AAAI 2025 Breaking the Transcription Bottleneck: Fine-tuning ASR Models for Extremely Low-Resource Fieldwork Languages ACL 2025 Bridge Then Begin Anew: Generating Target-Relevant Intermediate Model for Source-Free Visual Emotion Adaptation AAAI 2025 Bridging Audio and Vision: Zero-Shot Audiovisual Segmentation by Connecting Pretrained Models Interspeech 2025 Bridging Dialectal Gaps in Arabic Medical LLMs through Model Merging EMNLP 2025 Bridging Domains with Approximately Shared Features AISTATS 2025 Bridging Information Gaps with Comprehensive Answers: Improving the Diversity and Informativeness of Follow-Up Questions EMNLP 2025 Bridging Molecular Graphs and Large Language Models AAAI 2025 Bridging Sequence-Structure Alignment in RNA Foundation Models AAAI 2025 Bridging the Gap for Test-Time Multimodal Sentiment Analysis AAAI 2025 Bridging the Gap with RedSQL: A Russian Text-to-SQL Benchmark for Domain-Specific Applications ACL 2025 Bridging the Language Gaps in Large Language Models with Inference-Time Cross-Lingual Intervention ACL 2025 Bridging the Sim-to-Real Gap for Athletic Loco-Manipulation RSS 2025 Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models AAAI 2025 Buffer Anytime: Zero-Shot Video Depth and Normal from Image Priors CVPR 2025 Building a Functional Machine Translation Corpus for Kpelle ACL 2025 Building Data-Driven Occupation Taxonomies: A Bottom-Up Multi-Stage Approach via Semantic Clustering and Multi-Agent Collaboration EMNLP 2025 Building, Reusing, and Generalizing Abstract Representations from Concrete Sequences ICLR 2025 Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent AISTATS 2025 CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning AAAI 2025 Can Code-Switched Texts Activate a Knowledge Switch in LLMs? A Case Study on English-Korean Code-Switching EMNLP 2025 Can Explicit Gender Information Improve Zero-Shot Machine Translation? ACL 2025 Can Federated Learning Safeguard Private Data in LLM Training? Vulnerabilities, Attacks, and Defense Evaluation EMNLP 2025