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Tian-Yu He

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#machine learning Preprint Sep 2026

Looped Transformers as Optimizers

Looped Transformers provide a parameter-efficient approach to depth scaling by repeatedly applying shared Transformer blocks. Recent reasoning models have likewise highlighted the value of scaling test-time computation through longer computation trajectories. However, the principles for designing effective loop transit...

Yu-Long Huang, Chen Jiang, Zhan-Peng Zhou et al. · 0 citations

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