DIAS: A Domain-Independent Alife-Based Problem-Solving System
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{hodjat:alife22,
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author = "Babak Hodjat and Hormoz Shahrzad and
Risto Miikkulainen",
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title = "{DIAS}: A Domain-Independent Alife-Based
Problem-Solving System",
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booktitle = "Proceedings of the 2022 Conference on Artificial
Life",
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year = "2022",
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editor = "Silvia Holler and Richard Loeffler and
Stuart Bartlett",
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pages = "214--222",
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month = jul # " 18-22",
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organisation = "ISAL",
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publisher = "MIT Press",
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note = "32",
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keywords = "genetic algorithms, genetic programming",
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URL = "http://nn.cs.utexas.edu/?hodjat:alife22",
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URL = "https://direct.mit.edu/isal/proceedings-pdf/isal/34/32/2035327/isal_a_00514.pdf",
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DOI = "doi:10.1162/isal_a_00514",
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abstract = "A domain-independent problem-solving system based on
principles of Artificial Life is introduced. In this
system, DIAS, the input and output dimensions of the
domain are laid out in a spatial medium. A population
of actors, each seeing only part of this medium, solves
problems collectively in it. The process is independent
of the domain and can be implemented through different
kinds of actors. Through a set of experiments on
various problem domains, DIAS is shown able to solve
problems with different dimensionality and complexity,
to require no hyperparameter tuning for new problems,
and to exhibit lifelong learning, i.e. adapt rapidly to
run-time changes in the problem domain, and do it
better than a standard non-collective approach. DIAS
therefore demonstrates a role for Alife in building
scalable, general, and adaptive problem-solving
systems.",
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notes = "held virtually due to the ongoing COVID-19 pandemic.
https://alife.org/conference/alife-2022/",
- }
Genetic Programming entries for
Babak Hodjat
Hormoz Shahrzad
Risto Miikkulainen
Citations