Conventional covalent and supramolecular crosslinks impose inherent trade-offs between mechanical robustness and environmental adaptability in polymer networks. Mechanically interlocked junctions offer an alternative route by enabling topological motion without compromising structural integrity. Here, a modular approac...
HiPoly is introduced, a polymer-native AI framework that processes complete polymer descriptions through a three-level hierarchical graph architecture built on the G2RINS representation, demonstrating how polymer-native AI can accelerate discovery by linking representation, prediction, and design across complex polymer...
Cooperative dynamics in soft materials such as colloidal suspensions, gels, and polymers stem from complex surface interactions and structural heterogeneities, driving behaviors such as yielding, failure, and avalanches. In X-ray photon correlation spectroscopy (XPCS), these dynamics manifest as localized decorrelation...
Hong He, Yuan Tian, Heyi Liang et al.· Soft Matter· 0 citations
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