Machine Heart
Jul 14, 2026 · Artificial Intelligence
Why VISReg Excels: Solving Representation Collapse in JEPA Models
VISReg decouples regularization into independent scale and shape objectives using sliced Wasserstein distance, avoids gradient collapse, achieves state‑of‑the‑art results on 15 vision datasets with only about one‑tenth of the data, and offers linear computational complexity and strong OOD generalization.
JEPASliced WassersteinVISReg
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