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Methodology
← Learning Types
Deep Learning
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Self-Supervised Learning
2959 directly classified papers
Papers per year
2006: 3
2007: 1
2008: 2
2009: 3
2010: 1
2011: 3
2012: 5
2013: 5
2014: 8
2015: 9
2016: 15
2017: 23
2018: 59
2019: 146
2020: 289
2021: 389
2022: 485
2023: 547
2024: 445
2025: 502
2026: 19
Papers
RM-Depth: Unsupervised Learning of Recurrent Monocular Depth in Dynamic Scenes
CVPR 2022
Blind2Unblind: Self-Supervised Image Denoising With Visible Blind Spots
CVPR 2022
CAPRI-Net: Learning Compact CAD Shapes With Adaptive Primitive Assembly
CVPR 2022
Gestures Are Used Rationally: Information Theoretic Evidence from Neural Sequential Models
COLING 2022
Replacing Labeled Real-Image Datasets With Auto-Generated Contours
CVPR 2022
Analyzing the Limits of Self-Supervision in Handling Bias in Language
EMNLP 2022
Time-aware Prompting for Text Generation
EMNLP 2022
Temporal Word Meaning Disambiguation using TimeLMs
EMNLP 2022
What do Large Language Models Learn beyond Language?
EMNLP 2022
Lexi: Self-Supervised Learning of the UI Language
EMNLP 2022
Data-efficient end-to-end Information Extraction for Statistical Legal Analysis
EMNLP 2022
Investigating the Benefits of Free-Form Rationales
EMNLP 2022
VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding
EMNLP 2022
BioLORD: Learning Ontological Representations from Definitions for Biomedical Concepts and their Textual Descriptions
EMNLP 2022
Mask More and Mask Later: Efficient Pre-training of Masked Language Models by Disentangling the [MASK] Token
EMNLP 2022
Controllable Fake Document Infilling for Cyber Deception
EMNLP 2022
OLALA: Object-Level Active Learning for Efficient Document Layout Annotation
EMNLP 2022
Unsupervised Dense Retrieval for Scientific Articles
EMNLP 2022
PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings
EMNLP 2022
Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards
EMNLP 2022
Differentiable Data Augmentation for Contrastive Sentence Representation Learning
EMNLP 2022
Instance Regularization for Discriminative Language Model Pre-training
EMNLP 2022
Knowledge-Rich Self-Supervision for Biomedical Entity Linking
EMNLP 2022
Life is a Circus and We are the Clowns: Automatically Finding Analogies between Situations and Processes
EMNLP 2022
TeleMelody: Lyric-to-Melody Generation with a Template-Based Two-Stage Method
EMNLP 2022
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