Ponce et al. (ICLR 2026) proved something surprising about this: EMA-based training dynamics like JEPA’s don’t optimize any smooth mathematical function, yet they provably converge to useful, non-collapsed representations. The equilibria are asymptotically stable, meaning the system naturally falls into states where the representations are informative.
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见微知著。百威亚太业绩的持续下滑，这不仅仅是一家巨头的“跌倒”，更是一个旧时代的退场，与一个新模式的崛起。