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Lang-Qing Cui

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#machine learning Preprint Sep 2026

LoopSpec: Pipelined Self-Speculative Decoding for Looped Transformers

Looped Transformers achieve strong performance with compact parameter sizes by repeatedly applying a shared stack of Transformer blocks across recurrent depths. However, they incur higher decoding latency than standard Transformer models of comparable parameter size because shared weights are accessed at every recurren...

SangLyul Cho, Lang-Qing Cui, Sehoon Kim et al. · 1 citation

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