Hector Zenil

Orcid: 0000-0003-0634-4384

According to our database1, Hector Zenil authored at least 139 papers between 2002 and 2024.

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Bibliography

2024
Cellular automata.
Scholarpedia, April, 2024

Assembly Theory Reduced to Shannon Entropy and Rendered Redundant by Naive Statistical Algorithms.
CoRR, 2024

Scientific Hypothesis Generation by a Large Language Model: Laboratory Validation in Breast Cancer Treatment.
CoRR, 2024

Decoding Geometric Properties in Non-Random Data from First Information-Theoretic Principles.
CoRR, 2024

Fractal spatio-temporal scale-free messaging: amplitude modulation of self-executable carriers given by the Weierstrass function's components.
CoRR, 2024

Assembly Theory is an approximation to algorithmic complexity based on LZ compression that does not explain selection or evolution.
CoRR, 2024

Introduction to the Minitrack on Digitally-enabled Blood Testing in Healthcare.
Proceedings of the 57th Hawaii International Conference on System Sciences, 2024

2023
The Future of Fundamental Science Led by Generative Closed-Loop Artificial Intelligence.
CoRR, 2023

Optimal Spatial Deconvolution and Message Reconstruction from a Large Generative Model of Models.
CoRR, 2023

2022
Computable model discovery and high-level-programming approximations to algorithmic complexity.
Theor. Comput. Sci., 2022

Approximations of algorithmic and structural complexity validate cognitive-behavioral experimental results.
Frontiers Comput. Neurosci., 2022

On the Salient Limitations of the Methods of Assembly Theory and their Classification of Molecular Biosignatures.
CoRR, 2022

Model Discovery and Discrete Inverse Problems with Cellular Automata and Boolean Networks.
Proceedings of the Automata and Complexity, 2022

Methods and Applications of Algorithmic Complexity - Beyond Statistical Lossless Compression
44, Springer, ISBN: 978-3-662-64983-1, 2022

2021
Algorithmic Information Distortions in Node-Aligned and Node-Unaligned Multidimensional Networks.
Entropy, 2021

Algorithmic Information Dynamics of Cellular Automata.
CoRR, 2021

Algorithmic Probability of Large Datasets and the Simplicity Bubble Problem in Machine Learning.
CoRR, 2021

Computable Model Discovery and High-Level-Programming Approximations to Algorithmic Complexity.
CoRR, 2021

Simulation Intelligence: Towards a New Generation of Scientific Methods.
CoRR, 2021

A Computable Piece of Uncomputable Art whose Expansion May Explain the Universe in Software Space.
CoRR, 2021

Emergence and algorithmic information dynamics of systems and observers.
CoRR, 2021

2020
Algorithmic Information Dynamics.
Scholarpedia, 2020

Shortening of Proof Length is Elusive for Theorem Provers.
Parallel Process. Lett., 2020

A Novel Method for Reconstructing CT Images in GATE/GEANT4 with Application in Medical Imaging: A Complexity Analysis Approach.
J. Inf. Process., 2020

Non-Classical Logics in Unconventional Computing.
Int. J. Unconv. Comput., 2020

Algorithmic Probability-Guided Machine Learning on Non-Differentiable Spaces.
Frontiers Artif. Intell., 2020

A Review of Methods for Estimating Algorithmic Complexity: Options, Challenges, and New Directions.
Entropy, 2020

A Review of Methods for Estimating Algorithmic Complexity and Beyond: Options, and Challenges.
CoRR, 2020

An Algorithmic Information Distortion in Multidimensional Networks.
Proceedings of the Complex Networks & Their Applications IX, 2020

Evolving Neural Networks through a Reverse Encoding Tree.
Proceedings of the IEEE Congress on Evolutionary Computation, 2020

On the Complex Behaviour of Natural and Artificial Machines and Systems.
Proceedings of the Metrics of Sensory Motor Coordination and Integration in Robots and Animals, 2020

2019
Coding-theorem like behaviour and emergence of the universal distribution from resource-bounded algorithmic probability.
Int. J. Parallel Emergent Distributed Syst., 2019

Causal deconvolution by algorithmic generative models.
Nat. Mach. Intell., 2019

The Thermodynamics of Network Coding, and an Algorithmic Refinement of the Principle of Maximum Entropy.
Entropy, 2019

Algorithmic Probability-guided Supervised Machine Learning on Non-differentiable Spaces.
CoRR, 2019

Compression is Comprehension, and the Unreasonable Effectiveness of Digital Computation in the Natural World.
CoRR, 2019

Algorithmic Information Dynamics of Emergent, Persistent, and Colliding Particles in the Game of Life.
Proceedings of the From Parallel to Emergent Computing, 1st Edition, 2019

2018
Algorithmic Complexity and Reprogrammability of Chemical Structure Networks.
Parallel Process. Lett., 2018

Rule Primality, Minimal Generating Sets and Turing-Universality in the Causal Decomposition of Elementary Cellular Automata.
J. Cell. Autom., 2018

Cross-boundary Behavioural Reprogrammability Reveals Evidence of Pervasive Universality.
Int. J. Unconv. Comput., 2018

A Review of Graph and Network Complexity from an Algorithmic Information Perspective.
Entropy, 2018

Symmetry and Correspondence of Algorithmic Complexity over Geometric, Spatial and Topological Representations.
Entropy, 2018

A Decomposition Method for Global Evaluation of Shannon Entropy and Local Estimations of Algorithmic Complexity.
Entropy, 2018

Controllability, Multiplexing, and Transfer Learning in Networks using Evolutionary Learning.
CoRR, 2018

On complexity of post-processing in analyzing GATE-driven X-ray spectrum.
CoRR, 2018

An Algorithmic Refinement of Maxent Induces a Thermodynamic-like Behaviour in the Reprogrammability of Generative Mechanisms.
CoRR, 2018

Symmetry and Algorithmic Complexity of Polyominoes and Polyhedral Graphs.
CoRR, 2018

Ab initio Algorithmic Causal Deconvolution of Intertwined Programs and Networks by Generative Mechanism.
CoRR, 2018

Algorithmic Information Dynamics of Persistent Patterns and Colliding Particles in the Game of Life.
CoRR, 2018

Parameter-free Network Sparsification and Data Reduction by Minimal Algorithmic Information Loss.
CoRR, 2018

Slime mould: The fundamental mechanisms of biological cognition.
Biosyst., 2018

Undecidability and Irreducibility Conditions for Open-Ended Evolution and Emergence.
Artif. Life, 2018

2017
Human behavioral complexity peaks at age 25.
PLoS Comput. Biol., 2017

Reprogramming Matter, Life, and Purpose.
Int. J. Unconv. Comput., 2017

Slime mould: the fundamental mechanisms of cognition.
CoRR, 2017

An Algorithmic Information Calculus for Causal Discovery and Reprogramming Systems.
CoRR, 2017

Algorithmically probable mutations reproduce aspects of evolution such as convergence rate, genetic memory, modularity, diversity explosions, and mass extinction.
CoRR, 2017

DNA Sequence Complexity Reveals Structure Beyond GC Content in Nucleosome Occupancy.
CoRR, 2017

Paths to Unconventional Computing: Causality in Complexity.
CoRR, 2017

A Computable Measure of Algorithmic Probability by Finite Approximations with an Application to Integer Sequences.
Complex., 2017

HiDi: an efficient reverse engineering schema for large-scale dynamic regulatory network reconstruction using adaptive differentiation.
Bioinform., 2017

Is there any Real Substance to the Claims for a 'New Computationalism'?
Proceedings of the Unveiling Dynamics and Complexity, 2017

2016
A Decomposition Method for Global Evaluation of Shannon Entropy and Local Estimations of Algorithmic Complexity.
CoRR, 2016

Asymptotic Intrinsic Universality and Reprogrammability by Behavioural Emulation.
CoRR, 2016

Low Algorithmic Complexity Entropy-deceiving Graphs.
CoRR, 2016

Formal Definitions of Unbounded Evolution and Innovation Reveal Universal Mechanisms for Open-Ended Evolution in Dynamical Systems.
CoRR, 2016

Quantifying loss of information in network-based dimensionality reduction techniques.
J. Complex Networks, 2016

An algorithmic-information calculus for reprogramming biological networks.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2016

The Limits of Decidable States on Open-Ended Evolution and Emergence.
Proceedings of the Fifteenth International Conference on the Simulation and Synthesis of Living Systems, 2016

2015
Two-dimensional Kolmogorov complexity and an empirical validation of the Coding theorem method by compressibility.
PeerJ Comput. Sci., 2015

Algorithmicity and programmability in natural computing with the Game of Life as <i>in silico</i> case study.
J. Exp. Theor. Artif. Intell., 2015

Causality, Programmability and Information Biology.
CoRR, 2015

Approximations of Algorithmic and Structural Complexity Validate Cognitive-behavioural Experimental Results.
CoRR, 2015

A Computable Measure of Algorithmic Probability by Finite Approximations.
CoRR, 2015

Cross-boundary Behavioural Reprogrammability of Cellular Automata from Emulation Networks.
CoRR, 2015

Evaluating Network Inference Methods in Terms of Their Ability to Preserve the Topology and Complexity of Genetic Networks.
CoRR, 2015

Rare Speed-up in Automatic Theorem Proving Reveals Tradeoff Between Computational Time and Information Value.
CoRR, 2015

The Information-theoretic and Algorithmic Approach to Human, Animal and Artificial Cognition.
CoRR, 2015

Natural scene statistics mediate the perception of image complexity.
CoRR, 2015

Interacting Behavior and Emerging Complexity.
CoRR, 2015

Complexity Measurement Based on Information Theory and Kolmogorov Complexity.
Artif. Life, 2015

Topological Evaluation of Methods for Reconstruction of Genetic Regulatory Networks.
Proceedings of the 11th International Conference on Signal-Image Technology & Internet-Based Systems, 2015

Numerical Investigation of Graph Spectra and Information Interpretability of Eigenvalues.
Proceedings of the Bioinformatics and Biomedical Engineering, 2015

2014
Quantifying Natural and Artificial Intelligence in Robots and Natural Systems with an Algorithmic Behavioural Test.
CoRR, 2014

Levels of Abstraction and the Apparent Contradictory Philosophical Legacy of Turing and Shannon.
CoRR, 2014

Turing Minimalism and Complexity.
CoRR, 2014

On the Complexity and Behaviour of Cryptocurrencies Compared to Other Markets.
CoRR, 2014

Algorithmic complexity for psychology: A user-friendly implementation of the coding theorem method.
CoRR, 2014

2013
Ubiquity symposium: Evolutionary computation and the processes of life: some computational aspects of essential properties of evolution and life.
Ubiquity, 2013

Turing patterns with Turing machines: emergence and low-level structure formation.
Nat. Comput., 2013

Exploring programmable self-assembly in non-DNA based molecular computing.
Nat. Comput., 2013

Asymptotic Behavior and ratios of Complexity in Cellular Automata.
Int. J. Bifurc. Chaos, 2013

Asymptotic Behaviour and Ratios of Complexity in Cellular Automata
CoRR, 2013

A Behavioural Foundation for Natural Computing and a Programmability Test
CoRR, 2013

Graph Automorphism and Topological Characterization of Synthetic and Natural Complex Networks by Information Content.
CoRR, 2013

Turing, Randomness and Economics.
CoRR, 2013

Fractal dimension versus computational complexity.
CoRR, 2013

Correspondence and Independence of Numerical Evaluations of Algorithmic Information Measures.
Comput., 2013

Testing Biological Models for Non-linear Sensitivity with a Programmability Test.
Proceedings of the Twelfth European Conference on the Synthesis and Simulation of Living Systems: Advances in Artificial Life, 2013

Algorithmic complexity of motifs clusters superfamilies of networks.
Proceedings of the 2013 IEEE International Conference on Bioinformatics and Biomedicine, 2013

2012
Empirical Encounters with Computational Irreducibility and Unpredictability.
Minds Mach., 2012

Computation and Universality: Class IV versus Class III Cellular Automata.
J. Cell. Autom., 2012

Information Theory and Computational Thermodynamics: Lessons for Biology from Physics.
Inf., 2012

Life as Thermodynamic Evidence of Algorithmic Structure in Natural Environments.
Entropy, 2012

Two-Dimensional Kolmogorov Complexity and Validation of the Coding Theorem Method by Compressibility
CoRR, 2012

What is Nature-like Computation? A Behavioural Approach and a Notion of Programmability
CoRR, 2012

Calculating Kolmogorov Complexity from the Output Frequency Distributions of Small Turing Machines
CoRR, 2012

Wolfram's Classification and Computation in Cellular Automata Classes III and IV
CoRR, 2012

Introducing the Computable Universe
CoRR, 2012

Some Computational Aspects of Essential Properties of Evolution and Life
CoRR, 2012

On the Dynamic Qualitative Behaviour of Universal Computation
CoRR, 2012

On the Dynamic Qualitative Behavior of Universal Computation.
Complex Syst., 2012

Image characterization and classification by physical complexity.
Complex., 2012

Numerical evaluation of algorithmic complexity for short strings: A glance into the innermost structure of randomness.
Appl. Math. Comput., 2012

Computer Runtimes and the Length of Proofs - With an Algorithmic Probabilistic Application to Waiting Times in Automatic Theorem Proving.
Proceedings of the Computation, Physics and Beyond, 2012

2011
Une approche expérimentale à la théorie algorithmique de la complexité.
PhD thesis, 2011

Program-size versus Time Complexity Slowdown and Speed-up Phenomena in the Micro-cosmos of Small Turing Machines.
Int. J. Unconv. Comput., 2011

An Algorithmic Approach to Information and Meaning
CoRR, 2011

The World is Either Algorithmic or Mostly Random
CoRR, 2011

Un metodo estable para la evaluacion de la complejidad algoritmica de cadenas cortas
CoRR, 2011

Assessing Cognitive Randomness: A Kolmogorov Complexity Approach
CoRR, 2011

Program-Size versus Time Complexity, Speed-Up and Slowdown Phenomena in Small Turing Machines
CoRR, 2011

2010
Complejidad descriptiva y computacional en máquinas de Turing pequeñas
CoRR, 2010

An algorithmic information-theoretic approach to the behaviour of financial markets
CoRR, 2010

Image information content characterization and classification by physical complexity
CoRR, 2010

Compression-Based Investigation of the Dynamical Properties of Cellular Automata and Other Systems.
Complex Syst., 2010

2009
On the Algorithmic Nature of the World
CoRR, 2009

2008
Towards a stable definition of Kolmogorov-Chaitin complexity
CoRR, 2008

2007
On the Kolmogorov-Chaitin Complexity for short sequences
CoRR, 2007

2006
On Universality in Real Computation
CoRR, 2006

On the possible Computational Power of the Human Mind
CoRR, 2006

2005
JavaServer Faces: An Excellent Learning Tool.
IEEE Distributed Syst. Online, 2005

2004
Getting to Know Your Enemy.
IEEE Distributed Syst. Online, 2004

Security Fundamentals.
IEEE Distributed Syst. Online, 2004

Artificial Intelligence Profits from Biological Lessons.
IEEE Distributed Syst. Online, 2004

Applied Parallel Computing.
IEEE Distributed Syst. Online, 2004

2003
How to Secure Your Enterprise (A review of Securing Business Information: Strategies to Protect the Enterprise and Its Network by F. Christian Byrnes and Dale Kutnick).
IEEE Distributed Syst. Online, 2003

How to Develop Enterprise-Secure Java Applications Learning Risks (A review of Hacking Exposed J2EE and Java, Developing Secure Applications with Java Technology by Art Taylor, Brian Buege, and Randy Layman).
IEEE Distributed Syst. Online, 2003

2002
Book Review: Good JavaServer Pages Introduction (A review of Web Development with JavaServer Pages, 2nd edition by Duane K. Fields and Mark A. Kolb).
IEEE Distributed Syst. Online, 2002


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