Linear RNNs can recognize a periodic language under exact arithmetic

lambdaviking · x · 2026-11-04

A technical exchange on the expressive power of linear RNNs. The author notes that assuming a specific evaluation order feels wrong for architectures where the order can change between training and inference, and that a more general understanding across evaluation orders would be interesting. The reply clarifies: for GDN that holds, but for general linear RNNs there is a construction of a periodic language that works under exact associative arithmetic.

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