Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture
Paper • 2301.08243 • Published • 7
JEPA
https://www.biorxiv.org/content/10.64898/2026.04.02.716255v1.full.pdf
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MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features
Paper • 2307.12698 • Published • 7 -
Revisiting Feature Prediction for Learning Visual Representations from Video
Paper • 2404.08471 • Published • 1 -
UI-JEPA: Towards Active Perception of User Intent through Onscreen User Activity
Paper • 2409.04081 • Published • 3 -
A-JEPA: Joint-Embedding Predictive Architecture Can Listen
Paper • 2311.15830 • Published -
S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention
Paper • 2403.11772 • Published -
TI-JEPA: An Innovative Energy-based Joint Embedding Strategy for Text-Image Multimodal Systems
Paper • 2503.06380 • Published -
T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular Data
Paper • 2410.05016 • Published -
ACT-JEPA: Joint-Embedding Predictive Architecture Improves Policy Representation Learning
Paper • 2501.14622 • Published -
Brain-JEPA: Brain Dynamics Foundation Model with Gradient Positioning and Spatiotemporal Masking
Paper • 2409.19407 • Published -
3D-JEPA: A Joint Embedding Predictive Architecture for 3D Self-Supervised Representation Learning
Paper • 2409.15803 • Published -
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud
Paper • 2404.16432 • Published -
JEPA-DNA: Grounding Genomic Foundation Models through Joint-Embedding Predictive Architectures
Paper • 2602.17162 • Published • 1 -
LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics
Paper • 2511.08544 • Published • 12 -
ProteinJEPA: Latent prediction complements protein language models
Paper • 2605.07554 • Published • 1