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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
From Coarse to Fine: A Matching and Alignment Framework for Unsupervised Cross-View Geo-Localization
AAAI 2025
CLIP-driven View-aware Prompt Learning for Unsupervised Vehicle Re-identification
AAAI 2025
TIME-FS: Joint Learning of Tensorial Incomplete Multi-View Unsupervised Feature Selection and Missing-View Imputation
AAAI 2025
Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection
AAAI 2025
ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social Networks
AAAI 2025
Unsupervised Degradation Representation Aware Transform for Real-World Blind Image Super-Resolution
AAAI 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
Synergizing Unsupervised Episode Detection with LLMs for Large-Scale News Events
ACL 2025
Reversible Disentanglement of Meaning and Language Representations from Multilingual Sentence Encoders
EMNLP 2025
CDE-Learning: Camera Deviation Elimination Learning for Unsupervised Person Re-identification
AAAI 2025
fLSA: Learning Semantic Structures in Document Collections Using Foundation Models
EMNLP 2025
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics
EMNLP 2025
Detecting Omissions in LLM-Generated Medical Summaries
EMNLP 2025
AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient Optimization
CVPR 2025
All-Optical Nonlinear Diffractive Deep Network for Ultrafast Image Denoising
CVPR 2025
Segment First or Comprehend First? Explore the Limit of Unsupervised Word Segmentation with Large Language Models
ACL 2025
ERU-KG: Efficient Reference-aligned Unsupervised Keyphrase Generation
ACL 2025
Logic-Regularized Verifier Elicits Reasoning from LLMs
ACL 2025
DiverseFlow: Sample-Efficient Diverse Mode Coverage in Flows
CVPR 2025
Improving Sign Language Understanding with a Multi-Stream Masked Autoencoder Trained on ASL Videos
IJCNLP 2025
Fine-Grained Change Point Detection for Topic Modeling with Pitman-Yor Process
JMLR 2025
Disentangling Tabular Data Towards Better One-Class Anomaly Detection
AAAI 2025
Instance-Warp: Saliency Guided Image Warping for Unsupervised Domain Adaptation
WACV 2025
Ad^2mix: Adversarial and Adaptive Mixup for Unsupervised Domain Adaptation
WACV 2025
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