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Enabling Dynamic Computation in Looped LMs

Looped LMs are parameter efficient and promise dynamic computation (saving memory and FLOPs on easy tokens). However, state-of-the-art open Looped LMs trained with this dynamic computation capability (Ouro models) do not realize it in practice as each loop iteration (depth)…

arXiv — cs.AIBy: Aayush Mishra, Arnau Padr\'es Masdemont, Victor Conchello Vendrell, Jordi Ros Giralt, Arash Behboodi, Fabio Valerio MassoliOctober 8, 2026 (Oct 8)
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AI Summary & Key Takeaways

  • Looped LMs are parameter efficient and promise dynamic computation (saving memory and FLOPs on easy tokens)
  • However, state-of-the-art open Looped LMs trained with this dynamic computation capability (Ouro models) do not realize it in practice as each loop iteration (depth)…
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Enabling Dynamic Computation in Looped LMs

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