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Methodology
← Learning Types
Deep Learning
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Learning Types
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Unsupervised Learning
658 directly classified papers
Papers per year
2006: 1
2011: 3
2012: 3
2013: 8
2014: 6
2015: 8
2016: 15
2017: 18
2018: 55
2019: 112
2020: 101
2021: 95
2022: 92
2023: 59
2024: 47
2025: 34
2026: 1
Papers
Posterior Promoted GAN With Distribution Discriminator for Unsupervised Image Synthesis
CVPR 2021
Memory-Guided Unsupervised Image-to-Image Translation
CVPR 2021
Learning Semantic Context from Normal Samples for Unsupervised Anomaly Detection
AAAI 2021
Unsupervised Disentanglement of Linear-Encoded Facial Semantics
CVPR 2021
MIST: Multiple Instance Spatial Transformer
CVPR 2021
Character-based PCFG Induction for Modeling the Syntactic Acquisition of Morphologically Rich Languages
EMNLP 2021
Collaborative Learning of Bidirectional Decoders for Unsupervised Text Style Transfer
EMNLP 2021
An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages
EMNLP 2021
Invariant Teacher and Equivariant Student for Unsupervised 3D Human Pose Estimation
AAAI 2021
Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage Retrieval
EMNLP 2021
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning
EMNLP 2021
Improving Unsupervised Question Answering via Summarization-Informed Question Generation
EMNLP 2021
Unsupervised Paraphrasing with Pretrained Language Models
EMNLP 2021
Unsupervised 3D Learning for Shape Analysis via Multiresolution Instance Discrimination
AAAI 2021
Timeline Summarization based on Event Graph Compression via Time-Aware Optimal Transport
EMNLP 2021
Exploiting Curriculum Learning in Unsupervised Neural Machine Translation
EMNLP 2021
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context
EMNLP 2021
Camera-Aware Proxies for Unsupervised Person Re-Identification
AAAI 2021
Unsupervised Relation Extraction: A Variational Autoencoder Approach
EMNLP 2021
Unsupervised Real-World Image Super Resolution via Domain-Distance Aware Training
CVPR 2021
DG-Font: Deformable Generative Networks for Unsupervised Font Generation
CVPR 2021
Subtype-aware Unsupervised Domain Adaptation for Medical Diagnosis
AAAI 2021
DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping
CVPR 2021
Unsupervised Neural Machine Translation with Universal Grammar
EMNLP 2021
Unsupervised Chunking as Syntactic Structure Induction with a Knowledge-Transfer Approach
EMNLP 2021
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