85 citations · 178 across the 22 of their papers we have counts for
3 papers · 1 filter
An Algorithmic Information Calculus for Causal Discovery and Reprogramming Systems
Hector Zenil, Narsis A. Kiani, Francesco Marabita +5
We demonstrate that the algorithmic information content of a system is deeply connected to its potential dynamics, thus affording an avenue for moving systems in the information-th…
Algorithmically probable mutations reproduce aspects of evolution such as convergence rate, genetic memory, and modularity
Santiago Hernández-Orozco, Narsis A. Kiani, Hector Zenil
Natural selection explains how life has evolved over millions of years from more primitive forms. The speed at which this happens, however, has sometimes defied formal explanations…
HiDi: An efficient reverse engineering schema for large scale dynamic regulatory network reconstruction using adaptive differentiation
Yue Deng, Hector Zenil, Jesper Tégner +1
The use of differential equations (ODE) is one of the most promising approaches to network inference. The success of ODE-based approaches has, however, been limited, due to the dif…