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#machine learning Preprint Oct 2026

Designing Protein Structures from Natural Language

A central challenge in de novo protein design is generating proteins with desired structural and functional properties. Existing design models typically require a dedicated input representation for each property, limiting the design objectives they support. We develop Prompteina, the first all-atom structure generation...

Joseph Lee, Yan-Jing Li, Bo Qiang et al. · 1 citation
#artificial intelligence Preprint Oct 2026

ScholarCatalyst: A Benchmark for Retrieving Papers That Inspire New Research

What makes great scientists great? Even as AI systems start to make progress on open problems, scientists remain far ahead of them at sensing which prior idea, buried in an ever-growing archive of research, a new problem needs. To study this skill, we draw on researchers who know firsthand which earlier work advanced t...

Sohyeon Kim, Yoonho Lee, Bo Liu et al. · 0 citations

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