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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
AURA-QG: Automated Unsupervised Replicable Assessment for Question Generation
IJCNLP 2025
TokenMatcher: Diverse Tokens Matching for Unsupervised Visible-Infrared Person Re-Identification
AAAI 2025
Relieving Universal Label Noise for Unsupervised Visible-Infrared Person Re-Identification by Inferring from Neighbors
AAAI 2025
Neural SDF for Shadow-Aware Unsupervised Structured Light
WACV 2025
Video Summarization Using Denoising Diffusion Probabilistic Model
AAAI 2025
SdalsNet: Self-Distilled Attention Localization and Shift Network for Unsupervised Camouflaged Object Detection
AAAI 2025
Generating Synthetic Data for Unsupervised Federated Learning of Cross-Modal Retrieval
AAAI 2025
MUCD: Unsupervised Point Cloud Change Detection via Masked Consistency
AAAI 2025
M2Flow: A Motion Information Fusion Framework for Enhanced Unsupervised Optical Flow Estimation in Autonomous Driving
AAAI 2025
Gradient-Based Sample Selection for Black-Box Universal Domain Adaptation
AAAI 2025
FUN-AD: Fully Unsupervised Learning for Anomaly Detection with Noisy Training Data
WACV 2025
Analyzing Continuous Semantic Shifts with Diachronic Word Similarity Matrices
COLING 2025
Unsupervised Self-Prior Embedding Neural Representation for Iterative Sparse-View CT Reconstruction
AAAI 2025
Loyola at ArchEHR-QA 2025: Exploring Unsupervised Attribution of Generated Text: Attention and Clustering-Based Methods
ACL 2025
Collaborative likelihood-ratio estimation over graphs
JMLR 2025
Dialects, Topic Models, and Border Effects: The Rusyn Case
ACL 2025
Segment First or Comprehend First? Explore the Limit of Unsupervised Word Segmentation with Large Language Models
ACL 2025
(De)-regularized Maximum Mean Discrepancy Gradient Flow
JMLR 2025
Meta-Unlearning on Diffusion Models: Preventing Relearning Unlearned Concepts
ICCV 2025
Bidirectional Topic Matching: Quantifying Thematic Intersections Between Climate Change and Climate Mitigation News Corpora Through Topic Modelling
ACL 2025
Unsupervised Diffusion-Based Degradation Modeling for Real-World Super-Resolution
AAAI 2025
Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models
ACL 2025
Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Images
WACV 2025
Noise2Score3D: Tweedie's Approach for Unsupervised Point Cloud Denoising
ICCV 2025
Synergizing Unsupervised Episode Detection with LLMs for Large-Scale News Events
ACL 2025
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