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Physical Review Research

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Phys. Rev. E (1)Phys. Rev. Research (1)

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Nonlinear correlations underlie linear response and causality

Gabriele Di Antonio ^1,2,3,* and Gianni Valerio Vinci ^1,†

¹National Center for Radiation Protection and Computational Physics, Istituto Superiore di Sanità, 00161 Rome, Italy
²Research Center “Enrico Fermi”, 00184 Rome, Italy
³Engineering Department, “Roma Tre” University of Rome, 00146 Rome, Italy

^*Contact author: gabriele.diantonio@cref.it
^†Contact author: gianni.vinci@iss.it

Building causation links in stochastic nonlinear systems from data

Sergio Chibbaro, Cyril Furtlehner, Théo Marchetta, Andrei-Tiberiu Pantea, and Davide Rossetti

Phys. Rev. E 113 044114 (2026)

Probing forced responses and causality in data-driven climate emulators: Conceptual limitations and the role of reduced-order models

Fabrizio Falasca

Phys. Rev. Research 7 043314 (2025)

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