Author

Keyue Qiu

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#protein folding Preprint Oct 2026

Trion-1: Unifying Language, Protein Sequence, and Structure with Diffusion Language Models

This work introduces Trion-1, the first native, unified, multimodal diffusion language model (dLLM) for proteins, which unifies six core capabilities: folding, inverse folding, sequence understanding, structure understanding, sequence design, and structure design, while retaining the native language capabilities of gen...

Tian-Yu Lu, Kai-Cheng Yang, Jiang-Tao Feng et al. · 0 citations

#artificial intelligence May 2026

DCFold: Efficient Protein Structure Generation with Single Forward Pass

The Dual Consistency training framework, which incorporates a novel Temporal Geodesic Matching (TGM) scheduler, enables DCFold to achieve a 15x acceleration in inference while maintaining predictive fidelity.

Zhe Zhang, Yuanning Feng, Yuxuan Song et al. · arXiv.org · 3 citations