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Methodology
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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
D3VO: Deep Depth, Deep Pose and Deep Uncertainty for Monocular Visual Odometry
CVPR 2020
SG-NN: Sparse Generative Neural Networks for Self-Supervised Scene Completion of RGB-D Scans
CVPR 2020
BiDet: An Efficient Binarized Object Detector
CVPR 2020
Self2Self With Dropout: Learning Self-Supervised Denoising From Single Image
CVPR 2020
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models
CVPR 2020
Unsupervised Adaptation of Question Answering Systems via Generative Self-training
EMNLP 2020
Analogous Process Structure Induction for Sub-event Sequence Prediction
EMNLP 2020
An Unsupervised Sentence Embedding Method by Mutual Information Maximization
EMNLP 2020
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training
EMNLP 2020
Vokenization: Improving Language Understanding with Contextualized, Visual-Grounded Supervision
EMNLP 2020
MultiCQA: Zero-Shot Transfer of Self-Supervised Text Matching Models on a Massive Scale
EMNLP 2020
Reusing a Pretrained Language Model on Languages with Limited Corpora for Unsupervised NMT
EMNLP 2020
Learning to Contrast the Counterfactual Samples for Robust Visual Question Answering
EMNLP 2020
Learning from Context or Names? An Empirical Study on Neural Relation Extraction
EMNLP 2020
SelfORE: Self-supervised Relational Feature Learning for Open Relation Extraction
EMNLP 2020
SSCR: Iterative Language-Based Image Editing via Self-Supervised Counterfactual Reasoning
EMNLP 2020
TNT: Text Normalization based Pre-training of Transformers for Content Moderation
EMNLP 2020
Unsupervised Parsing with S-DIORA: Single Tree Encoding for Deep Inside-Outside Recursive Autoencoders
EMNLP 2020
Affective Event Classification with Discourse-enhanced Self-training
EMNLP 2020
Better Highlighting: Creating Sub-Sentence Summary Highlights
EMNLP 2020
Multi-Stage Pre-training for Automated Chinese Essay Scoring
EMNLP 2020
SentiLARE: Sentiment-Aware Language Representation Learning with Linguistic Knowledge
EMNLP 2020
A Self-Refinement Strategy for Noise Reduction in Grammatical Error Correction
EMNLP 2020
A Study in Improving BLEU Reference Coverage with Diverse Automatic Paraphrasing
EMNLP 2020
Hybrid Emoji-Based Masked Language Models for Zero-Shot Abusive Language Detection
EMNLP 2020
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