Author

Yu-Yang Wang

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#machine learning Preprint Oct 2026

Decoding Looped Transformers Better for (Almost) Free

Looped Transformers achieve parameter efficiency by repeatedly executing a shared block across recurrent loops. Each loop yields an intermediate representation decodable for the same next token, yet standard decoding discards earlier states. Because earlier loops embody less computation, recurrence inherently supplies...

Weihao Liu, Huangjie Zheng, Tian-Rong Chen et al. · 0 citations

#machine learning Sep 2026

SimpleDesign: A Joint Model for Protein Sequence and Structure Codesign

This work presents SimpleDesign, an effective multi-modal protein design model trained directly in the data space that leverages a single-stage end-to-end objective that combines discrete cross-entropy for sequences and a regression objective for structures.

Jia-Rui Lu, Yu-Yang Wang, Yi-Zhe Zhang et al. · Trans. Mach. Learn. Res. · 0 citations