AI RESEARCH
Representation choice shapes the interpretation of protein conformational dynamics
arXiv CS.LG
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ArXi:2604.00580v1 Announce Type: new Molecular dynamics simulations provide detailed trajectories at the atomic level, but extracting interpretable and robust insights from these high-dimensional data remains challenging. In practice, analyses typically rely on a single representation. Here, we show that representation choice is not neutral: it fundamentally shapes the conformational organization, similarity relationships, and apparent transitions inferred from identical simulation data.