giffmana questions LeJEPA: no scaling law evidence vs DINO

giffmana · x · 2026-11-07

In a discussion on LeJEPA's comparisons, DeepMind researcher Luca Eyre (giffmana) notes the public weights were only trained on IN1k/IN21k — far from DINO v2's 140M curated images or DINO v3/SigLIP's billions — and there's no evidence the method scales to large datasets. A proper scaling-law plot of LeJEPA vs DINO would be far more convincing; single-point scores are nearly meaningless.

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