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cs.LG2026
Martingale-Consistent Self-Supervised Learning
Moritz Gögl, Hanwen Xing, Christopher Yau
Self-supervised learning (SSL) is often deployed under changing information, such as shorter histories, missing features, or partially observed images. In these settings, predictio…
cs.LG2026
Var-JEPA: A Variational Formulation of the Joint-Embedding Predictive Architecture - Bridging Predictive and Generative Self-Supervised Learning
Moritz Gögl, Christopher Yau
The Joint-Embedding Predictive Architecture (JEPA) is often seen as a non-generative alternative to likelihood-based self-supervised learning, emphasizing prediction in representat…