85 citations · 742 across the 80 of their papers we have counts for
8 papers · 1 filter
Slime mould: the fundamental mechanisms of cognition
Jordi Vallverdu, Oscar Castro, Richard Mayne +7
The slime mould Physarum polycephalum has been used in developing unconventional computing devices for in which the slime mould played a role of a sensing, actuating, and computing…
Coding-theorem Like Behaviour and Emergence of the Universal Distribution from Resource-bounded Algorithmic Probability
Hector Zenil, Liliana Badillo, Santiago Hernández-Orozco +1
Previously referred to as `miraculous' in the scientific literature because of its powerful properties and its wide application as optimal solution to the problem of induction/infe…
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…
Training-free Measures Based on Algorithmic Probability Identify High Nucleosome Occupancy in DNA Sequences
Hector Zenil, Peter Minary
We introduce and study a set of training-free methods of information-theoretic and algorithmic complexity nature applied to DNA sequences to identify their potential capabilities t…
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…