The future of fundamental science led by generative closed-loop artificial intelligence

H Zenil, J Tegnér, FS Abrahão, A Lavin… - arXiv preprint arXiv …, 2023 - arxiv.org
Recent advances in machine learning and AI, including Generative AI and LLMs, are
disrupting technological innovation, product development, and society as a whole. AI's …

Emergence and algorithmic information dynamics of systems and observers

FS Abrahão, H Zenil - Philosophical Transactions of the …, 2022 - royalsocietypublishing.org
One of the challenges of defining emergence is that one observer's prior knowledge may
cause a phenomenon to present itself as emergent that to another observer appears …

Assembly theory is an approximation to algorithmic complexity based on LZ compression that does not explain selection or evolution

FS Abrahão, S Hernández-Orozco, NA Kiani… - PLOS Complex …, 2024 - journals.plos.org
We formally prove the equivalence between Assembly Theory (AT) and Shannon Entropy
via a method based upon the principles of statistical compression that belongs to the LZ …

Assembly Theory Reduced to Shannon Entropy and Rendered Redundant by Naive Statistical Algorithms

L Ozelim, A Uthamacumaran, FS Abrahão… - arXiv preprint arXiv …, 2024 - arxiv.org
We respond to arguments against our criticism that claim to show a divergence of Assembly
Theory from popular compression. We have proven that any implementation of the concept …

On Sequential Structures in Incompressible Multidimensional Networks

FS Abrahão, K Wehmuth, H Zenil… - Parallel Processing …, 2024 - World Scientific
In order to deal with multidimensional structure representations of real-world networks, as
well as with their worst-case irreducible information content analysis, the demand for new …

Emergence of complex data from simple local rules in a network game

FS Abrahão, K Wehmuth, A Ziviani - arXiv preprint arXiv:2009.12210, 2020 - arxiv.org
As one of the main subjects of investigation in data science, network science has been
demonstrated a wide range of applications to real-world networks analysis and modeling …

Learning the undecidable from networked systems

FS Abrahão, ÍML D'Ottaviano, K Wehmuth… - … : The Life and Work of …, 2020 - World Scientific
This chapter presents a theoretical investigation of computation beyond the Turing barrier
from emergent behavior in distributed systems. In particular, we present an algorithmic …

[PDF][PDF] Expected Emergent Open-Endedness from Partial Structures Extensions under Algorithmic Perturbations

F Abrahão, K Wehmuth, I D'Ottaviano, L De Carvalho… - academia.edu
Enactivism claims that the interaction in the environment brings forth a world, where the
changes into the organisms that are emergent with respect to the environmental …

On incompressible multidimensional networks

FS Abrahão, K Wehmuth, H Zenil, A Ziviani - arXiv preprint arXiv …, 2018 - arxiv.org
In order to deal with multidimensional structure representations of real-world networks, as
well as with their worst-case irreducible information content analysis, the demand for new …

[PDF][PDF] A ULTIMA RATIO

AM NACCACHE - teses.usp.br
A Celso Fernandes Campilongo, pela direção e a expressão desta pesquisa, pela
impressionante lucidez sobre as necessidades dela, a beleza dos conceitos e as mais …