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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
Deductive Closure Training of Language Models for Coherence, Accuracy, and Updatability
ACL 2024
The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better
NIPS 2024
Neural Isometries: Taming Transformations for Equivariant ML
NIPS 2024
Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning
NIPS 2024
Connecting Joint-Embedding Predictive Architecture with Contrastive Self-supervised Learning
NIPS 2024
Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation
ACL 2024
Efficiency for Free: Ideal Data Are Transportable Representations
NIPS 2024
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling
CVPR 2024
OHTA: One-shot Hand Avatar via Data-driven Implicit Priors
CVPR 2024
Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation
ACL 2024
ES3: Evolving Self-Supervised Learning of Robust Audio-Visual Speech Representations
CVPR 2024
Style Aligned Image Generation via Shared Attention
CVPR 2024
InstaGen: Enhancing Object Detection by Training on Synthetic Dataset
CVPR 2024
MOHO: Learning Single-view Hand-held Object Reconstruction with Multi-view Occlusion-Aware Supervision
CVPR 2024
VoCo: A Simple-yet-Effective Volume Contrastive Learning Framework for 3D Medical Image Analysis
CVPR 2024
Self-Supervised Singing Voice Pre-Training towards Speech-to-Singing Conversion
ACL 2024
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild
CVPR 2023
Siamese Image Modeling for Self-Supervised Vision Representation Learning
CVPR 2023
SimpleNet: A Simple Network for Image Anomaly Detection and Localization
CVPR 2023
HaLP: Hallucinating Latent Positives for Skeleton-Based Self-Supervised Learning of Actions
CVPR 2023
Unsupervised Volumetric Animation
CVPR 2023
SCOOP: Self-Supervised Correspondence and Optimization-Based Scene Flow
CVPR 2023
On Data Scaling in Masked Image Modeling
CVPR 2023
Three Guidelines You Should Know for Universally Slimmable Self-Supervised Learning
CVPR 2023
Indescribable Multi-Modal Spatial Evaluator
CVPR 2023
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