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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
Authorless Topic Models: Biasing Models Away from Known Structure
COLING 2018
Geometric Enclosing Networks
IJCAI 2018
Facelet-Bank for Fast Portrait Manipulation
CVPR 2018
Spot the Odd Man Out: Exploring the Associative Power of Lexical Resources
EMNLP 2018
Unsupervised Semantic Frame Induction using Triclustering
ACL 2018
Simultaneous Clustering and Estimation of Heterogeneous Graphical Models
JMLR 2018
Adaptive Collaborative Similarity Learning for Unsupervised Multi-view Feature Selection
IJCAI 2018
Fitting a Putative Manifold to Noisy Data
COLT 2018
Neural Kinematic Networks for Unsupervised Motion Retargetting
CVPR 2018
Fast Factorization-free Kernel Learning for Unlabeled Chunk Data Streams
IJCAI 2018
Lightweight Unsupervised Deep Loop Closure
RSS 2018
Unsupervised Source Hierarchies for Low-Resource Neural Machine Translation
ACL 2018
Dynamic and Static Topic Model for Analyzing Time-Series Document Collections
ACL 2018
DA-GAN: Instance-Level Image Translation by Deep Attention Generative Adversarial Networks
CVPR 2018
FISH-MML: Fisher-HSIC Multi-View Metric Learning
IJCAI 2018
Connecting Supervised and Unsupervised Sentence Embeddings
ACL 2018
Unsupervised Cross-Modal Alignment of Speech and Text Embedding Spaces
NIPS 2018
Deep Clustering for Unsupervised Learning of Visual Features
ECCV 2018
PD3: Better Low-Resource Cross-Lingual Transfer By Combining Direct Transfer and Annotation Projection
EMNLP 2018
An Analysis of the t-SNE Algorithm for Data Visualization
COLT 2018
DeepAlignment: Unsupervised Ontology Matching with Refined Word Vectors
NAACL 2018
Neural Inverse Rendering for General Reflectance Photometric Stereo
ICML 2018
Unsupervised Sentence Compression using Denoising Auto-Encoders
CONLL 2018
From Phonology to Syntax: Unsupervised Linguistic Typology at Different Levels with Language Embeddings
NAACL 2018
Neural Speech Turn Segmentation and Affinity Propagation for Speaker Diarization
INTERSPEECH 2018
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