Deep Equilibrium Models

Shaojie BaiJ. Zico KolterVladlen Koltun

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We present a new approach to modeling sequential data: the deep equilibrium model (DEQ). Motivated by an observation that the hidden layers of many existing deep sequence models converge towards some fixed point, we propose the DEQ approach that directly finds these equilibrium points via root-finding... (read more)

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