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Methodology
← Learning Types
Deep Learning
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Learning Types
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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
VideoMoCo: Contrastive Video Representation Learning With Temporally Adversarial Examples
CVPR 2021
Global Transport for Fluid Reconstruction With Learned Self-Supervision
CVPR 2021
LRSC: Learning Representations for Subspace Clustering
AAAI 2021
Whitening for Self-Supervised Representation Learning
ICML 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction
ICML 2021
STaR: Self-Supervised Tracking and Reconstruction of Rigid Objects in Motion With Neural Rendering
CVPR 2021
Reinforcement Learning with Prototypical Representations
ICML 2021
Conjugate Energy-Based Models
ICML 2021
Disentangled Representation Learning in Heterogeneous Information Network for Large-scale Android Malware Detection in the COVID-19 Era and Beyond
AAAI 2021
Robust Representation Learning via Perceptual Similarity Metrics
ICML 2021
Decoupling Representation Learning from Reinforcement Learning
ICML 2021
MSA Transformer
ICML 2021
Simple and Effective VAE Training with Calibrated Decoders
ICML 2021
Unsupervised Representation Learning via Neural Activation Coding
ICML 2021
Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning
AAAI 2021
Improved Contrastive Divergence Training of Energy-Based Models
ICML 2021
LCollision: Fast Generation of Collision-Free Human Poses using Learned Non-Penetration Constraints
AAAI 2021
Enhancing Audio-Visual Association with Self-Supervised Curriculum Learning
AAAI 2021
MG-BERT: Multi-Graph Augmented BERT for Masked Language Modeling
NAACL 2021
IIIT Hyderabad Submission To WAT 2021: Efficient Multilingual NMT systems for Indian languages
ACL 2021
BTS: Back TranScription for Speech-to-Text Post-Processor using Text-to-Speech-to-Text
ACL 2021
Simple and Effective Stochastic Neural Networks
AAAI 2021
Unsupervised Pronoun Resolution via Masked Noun-Phrase Prediction
ACL 2021
Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence
ACL 2021
Deep Context- and Relation-Aware Learning for Aspect-based Sentiment Analysis
ACL 2021
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