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Algorithmic Probability of Large Datasets and the Simplicity Bubble Problem in Machine Learning


Dec 22, 2021
Felipe S. Abrahão, Hector Zenil, Fabio Porto, Klaus Wehmuth


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Simulation Intelligence: Towards a New Generation of Scientific Methods


Dec 06, 2021
Alexander Lavin, Hector Zenil, Brooks Paige, David Krakauer, Justin Gottschlich, Tim Mattson, Anima Anandkumar, Sanjay Choudry, Kamil Rocki, Atılım Güneş Baydin, Carina Prunkl, Brooks Paige, Olexandr Isayev, Erik Peterson, Peter L. McMahon, Jakob Macke, Kyle Cranmer, Jiaxin Zhang, Haruko Wainwright, Adi Hanuka, Manuela Veloso, Samuel Assefa, Stephan Zheng, Avi Pfeffer


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A Computable Piece of Uncomputable Art whose Expansion May Explain the Universe in Software Space


Sep 15, 2021
Hector Zenil

* 20 pages. Invited contribution. arXiv admin note: substantial text overlap with arXiv:1904.10258, arXiv:1401.3613 

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Evolving Neural Networks through a Reverse Encoding Tree


Feb 03, 2020
Haoling Zhang, Chao-Han Huck Yang, Hector Zenil, Narsis A. Kiani, Yue Shen, Jesper N. Tegner

* Submitted to IEEE WCCI-CEC 2020. Under review 

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Algorithmic Probability-guided Supervised Machine Learning on Non-differentiable Spaces


Oct 08, 2019
Santiago Hernández-Orozco, Hector Zenil, Jürgen Riedel, Adam Uccello, Narsis A. Kiani, Jesper Tegnér

* 33 pages including appendix 

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Controllability, Multiplexing, and Transfer Learning in Networks using Evolutionary Learning


Nov 14, 2018
Rise Ooi, C. -H. Huck Yang, Pin-Yu Chen, Vìctor Eguìluz, Narsis Kiani, Hector Zenil, David Gomez-Cabrero, Jesper Tegnèr


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Algorithmic Causal Deconvolution of Intertwined Programs and Networks by Generative Mechanism


Sep 12, 2018
Hector Zenil, Narsis A. Kiani, Allan A. Zea, Jesper Tegnér

* 29 pages + 7 Sup Inf. 9 figures in total 

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Coding-theorem Like Behaviour and Emergence of the Universal Distribution from Resource-bounded Algorithmic Probability


Apr 13, 2018
Hector Zenil, Liliana Badillo, Santiago Hernández-Orozco, Francisco Hernández-Quiroz

* International Journal of Parallel, Emergent and Distributed Systems, DOI: 10.1080/17445760.2018.1448932 
* 27 pages main text, 39 pages including supplement. Online complexity calculator: http://complexitycalculator.com/ 

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Reprogramming Matter, Life, and Purpose


Aug 13, 2017
Hector Zenil

* Invited contribution to 'Computing in the year 2065', A. Adamatzky (Ed.), Springer Verlag and published in the International Journal of Unconventional Computing, 2017 

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


Dec 18, 2016
Alyssa M Adams, Hector Zenil, Paul CW Davies, Sara I Walker

* Main document: 17 pages, Supplement: 21 pages Presented at OEE2: The Second Workshop on Open-Ended Evolution, 15th International Conference on the Synthesis and Simulation of Living Systems (ALIFE XV), Canc\'un, Mexico, 4-8 July 2016 (http://www.tim-taylor.com/oee2/

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