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EPFL AI generates dynamic protein structures with atomic detail

Researchers at EPFL have created an AI-driven framework capable of generating comprehensive, all-atom structural models of proteins and their dynamic movements. This new method goes beyond prior systems by not only modeling static protein structures but also capturing the subtle atomic rearrangements within side chains. These dynamic changes are crucial for understanding how proteins interact with other molecules, and the work was presented at NeurIPS 2025. AI

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IMPACT Enables more accurate modeling of protein interactions, potentially accelerating drug discovery and biological research.

RANK_REASON The cluster describes a new AI-based generative framework for protein structures published in the proceedings of NeurIPS 2025. [lever_c_demoted from research: ic=1 ai=1.0]

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COVERAGE [1]

  1. Mastodon — fosstodon.org TIER_1 · [email protected] ·

    @ EPFL researchers have developed an # AI -based generative framework that produces complete, all-atom structural ensembles of # proteins and their movements. U

    @ EPFL researchers have developed an # AI -based generative framework that produces complete, all-atom structural ensembles of # proteins and their movements. Unlike previous systems, which focus on producing static ‘snapshots’ of proteins, the method captures subtle rearrangemen…