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physics.chem-ph2025★ 3 cited
Towards a robust approach to infer causality in molecular systems satisfying detailed balance
Vittorio Del Tatto, Debarshi Banerjee, Ali Hassanali +1
The ability to distinguish between correlation and causation of variables in molecular systems remains an interesting and open area of investigation. In this work, we probe causali…
physics.data-an2025★ 3 cited
Linear scaling causal discovery from high-dimensional time series by dynamical community detection
Matteo Allione, Vittorio Del Tatto, Alessandro Laio
Understanding which parts of a dynamical system cause each other is extremely relevant in fundamental and applied sciences. However, inferring causal links from observational data,…