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Methodology
← Learning Types
Machine Learning
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Learning Types
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Unsupervised Learning
4596 directly classified papers
Papers per year
2001: 2
2002: 1
2003: 12
2004: 5
2005: 4
2006: 34
2007: 21
2008: 23
2009: 32
2010: 43
2011: 37
2012: 63
2013: 100
2014: 82
2015: 83
2016: 120
2017: 193
2018: 255
2019: 504
2020: 516
2021: 570
2022: 516
2023: 537
2024: 406
2025: 330
2026: 107
Papers
Generating Synthetic Data for Unsupervised Federated Learning of Cross-Modal Retrieval
AAAI 2025
Instance-Warp: Saliency Guided Image Warping for Unsupervised Domain Adaptation
WACV 2025
Vision-guided Text Mining for Unsupervised Cross-modal Hashing with Community Similarity Quantization
AAAI 2025
AMNCutter: Affinity-Attention-Guided Multi-View Normalized Cutter for Unsupervised Surgical Instrument Segmentation
WACV 2025
Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints
AAAI 2025
Skill Disentanglement in Reproducing Kernel Hilbert Space
AAAI 2025
Ad^2mix: Adversarial and Adaptive Mixup for Unsupervised Domain Adaptation
WACV 2025
Deep Metric Learning for Unsupervised Remote Sensing Change Detection
WACV 2025
TRUST: Time-Domain Residual Unsupervised Stability Technique for Improved Heart Rate Estimation
WACV 2025
Lost in Variation: An Unsupervised Methodology for Mining Lexico-syntactic Patterns in Middle Arabic Texts
COLING 2025
Learn and Unlearn: Addressing Misinformation in Multilingual LLMs
EMNLP 2025
Uncertainty-Guided Metric Learning without Labels
WACV 2025
AdaO2B: Adaptive Online to Batch Conversion for Out-of-Distribution Generalization
AAAI 2025
Unsupervised Single-Image Intrinsic Image Decomposition with LiDAR Intensity Enhanced Training
WACV 2025
Contrastive Unlearning: A Contrastive Approach to Machine Unlearning
IJCAI 2025
Unsupervised Feature Transformation via In-context Generation, Generator-critic LLM Agents, and Duet-play Teaming
IJCAI 2025
Studying the Representation of the LGBTQ+ Community in RuPaul’s Drag Race with LLM-Based Topic Modeling
NAACL 2025
Epipolar Consistent Attention Aggregation Network for Unsupervised Light Field Disparity Estimation
ICCV 2025
Unsupervised Hallucination Detection by Inspecting Reasoning Processes
EMNLP 2025
TIME-FS: Joint Learning of Tensorial Incomplete Multi-View Unsupervised Feature Selection and Missing-View Imputation
AAAI 2025
Unsupervised, Semi-Supervised and LLM-Based Morphological Segmentation for Bribri
NAACL 2025
Loyola at ArchEHR-QA 2025: Exploring Unsupervised Attribution of Generated Text: Attention and Clustering-Based Methods
ACL 2025
Neural Topic Modeling via Contextual and Graph Information Fusion
EMNLP 2025
Efficient Unsupervised Shortcut Learning Detection and Mitigation in Transformers
ICCV 2025
Towards Effective, Efficient and Unsupervised Social Event Detection in the Hyperbolic Space
AAAI 2025
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