Author

Amirah Almutairi

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Preprint Aug 2026

Think Shallow, Solve Deep: Controlling Recurrent Dynamics for Reliable Test-Time Depth

This work gives a sufficient condition for depth-safety: once an operator's per-step displacement is small relative to the decoder margin, the decoded answer cannot change under further iterations, and gives four operational criteria for useful test-time depth.

Ivan Viakhirev, Kirill Borodin, Amirah Almutairi et al. · 5 citations