AIBullisharXiv – CS AI · 8h ago6/10
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Consistency Deep Equilibrium Models
Researchers introduce Consistency Deep Equilibrium Models (C-DEQ), a novel framework that accelerates inference in Deep Equilibrium Models by leveraging consistency distillation to achieve 2-20× accuracy improvements under few-step inference budgets. This advancement addresses a critical bottleneck in DEQs—their slow inference speed—while maintaining the memory efficiency that makes them attractive for deep learning applications.