Self-supervised learning and vision — page 1

• A Cookbook of Self-Supervised Learning
  arxiv:2304.12210 · 2023-04-24 · text available
• A Path Towards Autonomous Machine Intelligence (LeCun, 2022)
  openreview:BZ5a1r-kVsf · 2022-06-27 · text available
• DINOv2: Learning Robust Visual Features without Supervision
  arxiv:2304.07193 · 2023-04-14 · text available
• ELT: Elastic Looped Transformers for Visual Generation
  arxiv:2604.09168 · 2026-04-10 · text available
• Emerging Properties in Self-Supervised Vision Transformers
  arxiv:2104.14294 · 2021-04-29 · text available
• Emu: Enhancing Image Generation Models Using Photogenic Needles in a Haystack
  arxiv:2309.15807 · 2023-09-27 · text available
• iBOT: Image BERT Pre-Training with Online Tokenizer
  arxiv:2111.07832 · 2021-11-15 · text available
• Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks
  arxiv:2208.10442 · 2022-08-22 · text available
• ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation
  arxiv:2304.05977 · 2023-04-12 · text available
• Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference
  arxiv:2310.04378 · 2023-10-06 · text available
• LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics
  arxiv:2511.08544 · 2025-11-11 · text available
• Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture
  arxiv:2301.08243 · 2023-01-19 · text available
• The GAN is dead; long live the GAN! A Modern GAN Baseline
  arxiv:2501.05441 · 2025-01-09 · text available
• To Compress or Not to Compress- Self-Supervised Learning and Information Theory: A Review
  arxiv:2304.09355 · 2023-04-19 · text available
• Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
  arxiv:2006.09882 · 2020-06-17 · text available
• VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning
  arxiv:2105.04906 · 2021-05-11 · text available
• VISReg: Variance-Invariance-Sketching Regularization for JEPA training
  arxiv:2606.02572 · 2026-06-01 · text available
• When Does LeJEPA Learn a World Model?
  arxiv:2605.26379 · 2026-05-25 · text available