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#Dynamical Systems

Research

Exact Input Writes Improve Stable Looped Language Models
Benhao Huang
Apr 29th 2026
Husky's Log
#Loop Models
#Parcae
#Dynamical Systems

Parcae stabilizes loop models with an exact exponential decay for its recurrent state, while its input branch uses an Euler gain. Replacing that gain with exact zero-order hold (ZOH) improves validati ...

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Exact Input Writes Improve Stable Looped Language Models