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Apple unveils SimpleDesign for joint protein sequence and structure modeling

Apple researchers have developed SimpleDesign, a novel model for protein sequence and structure codesign. Unlike previous multi-stage approaches, SimpleDesign uses a single-stage, end-to-end objective that directly models both discrete sequences and continuous structures. The model employs Transformer-based backbones for modality-specific processing and global attention, achieving competitive results on co-design and generation benchmarks after training on over 2 million sequence-structure pairs. AI

IMPACT This research could accelerate drug discovery and protein engineering by improving generative models for protein design.

RANK_REASON The item is a research paper detailing a new model for protein codesign from Apple's machine learning research division. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Apple Machine Learning Research →

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Apple unveils SimpleDesign for joint protein sequence and structure modeling

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The item is a research paper detailing a new model for protein codesign from Apple's machine learning research division. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. Apple Machine Learning Research TIER_1 English(EN) ·

    SimpleDesign: A Joint Model for Protein Sequence and Structure Codesign

    Proteins are fundamental to biological processes, with their function determined by the complex interplay between the amino acid sequence and the three-dimensional structure. Developing generative models capable of understanding this intrinsically multi-modal relationship is cruc…