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Methodology
← Learning Types
Machine Learning
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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
Unsupervised Continual Domain Shift Learning with Multi-Prototype Modeling
CVPR 2025
Unsupervised Hallucination Detection by Inspecting Reasoning Processes
EMNLP 2025
ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social Networks
AAAI 2025
TIME-FS: Joint Learning of Tensorial Incomplete Multi-View Unsupervised Feature Selection and Missing-View Imputation
AAAI 2025
ROLL: Robust Noisy Pseudo-label Learning for Multi-View Clustering with Noisy Correspondence
CVPR 2025
ADU: Adaptive Detection of Unknown Categories in Black-Box Domain Adaptation
CVPR 2025
Learning Physics From Video: Unsupervised Physical Parameter Estimation for Continuous Dynamical Systems
CVPR 2025
(De)-regularized Maximum Mean Discrepancy Gradient Flow
JMLR 2025
Collaborative likelihood-ratio estimation over graphs
JMLR 2025
Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
CVPR 2025
Reversible Disentanglement of Meaning and Language Representations from Multilingual Sentence Encoders
EMNLP 2025
Attribute-Missing Multi-view Graph Clustering
CVPR 2025
Controllable Clustering with LLM-driven Embeddings
EMNLP 2025
HLMEA: Unsupervised Entity Alignment Based on Hybrid Language Models
AAAI 2025
A Label-free Heterophily-guided Approach for Unsupervised Graph Fraud Detection
AAAI 2025
Co-Progression Knowledge Distillation with Knowledge Prototype for Industrial Anomaly Detection
AAAI 2025
Shift the Lens: Environment-Aware Unsupervised Camouflaged Object Detection
CVPR 2025
fLSA: Learning Semantic Structures in Document Collections Using Foundation Models
EMNLP 2025
Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing
AAAI 2025
Uncovering Visual-Semantic Psycholinguistic Properties from the Distributional Structure of Text Embedding Space
ACL 2025
Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activities
CVPR 2025
Meaning Variation and Data Quality in the Corpus of Founding Era American English
ACL 2025
DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation
CVPR 2025
ProtoDepth: Unsupervised Continual Depth Completion with Prototypes
CVPR 2025
Error Detection for Multimodal Classification
NAACL 2025
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