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Author

Andrey Ustyuzhanin

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Preprint Oct 2026

Citations Are Late: Reading epistemic instability from what papers believe, years before the citation graph catches up

Paradigm shifts in science are visible in what researchers assert and contest before they are visible in the citation graph. We ask whether a cheap, content-level signal of epistemic instability, derived from the changing distribution of stated modelling beliefs in paper abstracts, can anticipate a paradigm shift earli...

Andrey Ustyuzhanin, Ekaterina Trofimova, D. Zuenko · 0 citations
Open access Aug 2026

Artificial Intelligence for Advanced Functional Materials: Progress and Emerging Frontiers

This Perspective examines how recent advances in data‐driven modeling, high‐performance simulation, and autonomous experimentation are converging to accelerate the discovery of functional materials for next‐generation technologies—from energy storage and biomedicine to nanoelectronics and quantum devices.

Cristiano Malica, Kostya S. Novoselov, Seongmin Kim et al. · 0 citations

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