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SPHERE-JEPA: Spherical Prediction with Homogeneous Embeddings
SPHERE-JEPA proves hyperspherical uniformity minimizes downstream prediction risk on manifolds and improves SSL retrieval and ImageNet linear probing over LeJEPA.
Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 13 of 20 reviewers recommend it
lenient 3/5
medium 9/10
strict 1/5