Dominique Loyer | AI Researcher and PhD candidate | UQAM

PhD Thesis Project

—
sysCRED : Présentation du projet de doctorat devant jury et public (DIC-9411)
fr Proposition de thèse — DIC-9411 ISBN : 978-1-0699945-8-5 DOI : 10.13140/RG.2.2.23913.15200 
@misc{Loyer2026sysCREDpres,
  author       = {Loyer, Dominique},
  title        = {{sysCRED} : Pr\'esentation du projet de doctorat
                  devant jury et public (DIC-9411)},
  howpublished = {Proposition de th\`ese de doctorat, DIC-9411,
                  Doctorat en informatique cognitive,
                  Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  year         = {2026},
  doi          = {10.13140/RG.2.2.23913.15200},
  isbn         = {978-1-0699945-8-5},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.23913.15200},
  address      = {Montr\'eal, Qu\'ebec, Canada},
  language     = {french}
}
—
Le Léviathan algorithmique : pouvoir, opacité et responsabilité à l’ère de l’intelligence artificielle
fr Examen de synthèse — DIC-9401 64 p. ISBN : 978-1-0699904-0-2 DOI : 10.13140/RG.2.2.28011.20002 
@misc{Loyer2025Leviathan,
  author       = {Loyer, Dominique},
  title        = {Le {L\'eviathan} algorithmique : pouvoir, opacit\'e
                  et responsabilit\'e \`a l'\`ere de l'intelligence artificielle},
  howpublished = {Examen de synth\`ese doctoral, DIC-9401,
                  Doctorat en informatique cognitive,
                  Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  year         = {2025},
  pages        = {64},
  doi          = {10.13140/RG.2.2.28011.20002},
  isbn         = {978-1-0699904-0-2},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.28011.20002},
  address      = {Montr\'eal, Qu\'ebec, Canada},
  note         = {Examen de synth\`ese doctoral r\'eussi},
  language     = {french}
}
—
Le Léviathan algorithmique : Pouvoir, opacité et responsabilité à l’ère de l’intelligence artificielle (BEAMER)
fr Présentation Beamer — Examen doctoral 62 p. ISBN : 978-1-0699904-7-1 DOI : 10.13140/RG.2.2.19196.60806 
@inproceedings{Loyer2025LeviathanBeamer,
  author       = {Loyer, Dominique},
  title        = {Le {L\'eviathan} algorithmique : pouvoir, opacit\'e
                  et responsabilit\'e \`a l'\`ere de l'intelligence
                  artificielle ({BEAMER})},
  booktitle    = {Pr\'esentation lors de l'examen de synth\`ese doctoral, UQAM},
  year         = {2025},
  pages        = {62},
  doi          = {10.13140/RG.2.2.19196.60806},
  isbn         = {978-1-0699904-7-1},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.19196.60806},
  address      = {Montr\'eal, Qu\'ebec, Canada},
  language     = {french}
}

PrePrints

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Modeling a Hybrid System (predicate-logic-based + ML/AI) for Verifying the Credibility of Information Sources
en 28 p. ISBN : 978-1-0699904-2-6 DOI : 10.13140/RG.2.2.36348.24961 
@unpublished{Loyer2025HybridModeling,
  author       = {Loyer, Dominique},
  title        = {Modeling a Hybrid System (predicate-logic-based + {ML/AI})
                  for Verifying the Credibility of Information Sources},
  year         = {2025},
  pages        = {28},
  doi          = {10.13140/RG.2.2.36348.24961},
  isbn         = {978-1-0699904-2-6},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.36348.24961},
  institution  = {Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  note         = {Preprint},
  language     = {english}
}
—
Hybrid System for Verifying the Credibility of Information Sources: An Ontology
en 17 p. ISBN : 978-1-0699904-3-3 DOI : 10.13140/RG.2.2.22926.47680 
@unpublished{Loyer2025HybridOntology,
  author       = {Loyer, Dominique},
  title        = {Hybrid System for Verifying the Credibility of Information
                  Sources: {An} Ontology},
  year         = {2025},
  pages        = {17},
  doi          = {10.13140/RG.2.2.22926.47680},
  isbn         = {978-1-0699904-3-3},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.22926.47680},
  institution  = {Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  note         = {Preprint},
  language     = {english}
}
—
Development and Evaluation of an English-to-Russian Neural Machine Translation System
en 8 p. ISBN : 978-1-0699904-4-0 DOI : 10.13140/RG.2.2.17980.55687 
@unpublished{Loyer2025NeuralMT,
  author       = {Loyer, Dominique},
  title        = {Development and Evaluation of an {English}-to-{Russian}
                  Neural Machine Translation System},
  year         = {2025},
  pages        = {8},
  doi          = {10.13140/RG.2.2.17980.55687},
  isbn         = {978-1-0699904-4-0},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.17980.55687},
  institution  = {Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  note         = {Preprint},
  language     = {english}
}
—
Développement et Évaluation d’un Système de Traduction Automatique Neuronale Anglais–Russe
fr 5 p. ISBN : 978-1-0699945-6-1 DOI : 10.13140/RG.2.2.13505.67685 
@unpublished{Loyer2025NeuralMTfr,
  author       = {Loyer, Dominique},
  title        = {D\'eveloppement et \'Evaluation d'un Syst\`eme de
                  Traduction Automatique Neuronale {Anglais--Russe}},
  year         = {2025},
  pages        = {5},
  doi          = {10.13140/RG.2.2.13505.67685},
  isbn         = {978-1-0699945-6-1},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.13505.67685},
  institution  = {Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  note         = {Preprint -- version fran\c{c}aise},
  language     = {french}
}
—
Evaluation of Information Retrieval Models and Query Expansion on the TREC AP 88–90 Collection
en ISBN : 978-1-0699904-5-7 DOI : 10.13140/RG.2.2.22608.62721 
@unpublished{Loyer2025TREC,
  author       = {Loyer, Dominique},
  title        = {Evaluation of Information Retrieval Models and Query
                  Expansion on the {TREC} {AP} 88--90 Collection},
  year         = {2025},
  doi          = {10.13140/RG.2.2.22608.62721},
  isbn         = {978-1-0699904-5-7},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.22608.62721},
  institution  = {Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  note         = {Preprint},
  language     = {english}
}
—
Évaluation de Modèles de Recherche d’Information et d’Expansion de Requêtes sur la Collection TREC AP 88–90
fr 7 p. ISBN : 978-1-0699945-5-4 DOI : 10.13140/RG.2.2.23572.00647 
@unpublished{Loyer2025TRECfr,
  author       = {Loyer, Dominique},
  title        = {\'Evaluation de Mod\`eles de Recherche d'Information
                  et d'Expansion de Requ\^etes sur la Collection
                  {TREC} {AP} 88--90},
  year         = {2025},
  pages        = {7},
  doi          = {10.13140/RG.2.2.23572.00647},
  isbn         = {978-1-0699945-5-4},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.23572.00647},
  institution  = {Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  note         = {Preprint -- version fran\c{c}aise},
  language     = {french}
}
—
A Survey and Critical Evaluation of Yoav Shoham’s Knowledge Representation Perspective
en 4 p. ISBN : 978-1-0699904-6-4 DOI : 10.13140/RG.2.2.26691.26400 
@unpublished{Loyer2025Shoham,
  author       = {Loyer, Dominique},
  title        = {A Survey and Critical Evaluation of {Yoav Shoham}'s
                  Knowledge Representation Perspective},
  year         = {2025},
  pages        = {4},
  doi          = {10.13140/RG.2.2.26691.26400},
  isbn         = {978-1-0699904-6-4},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.26691.26400},
  institution  = {Universit\'e du Qu\'ebec \`a Montr\'eal (UQAM)},
  note         = {Preprint},
  language     = {english}
}

Conferences & Course Papers

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Modélisation d’un Système hybride d’Évaluation de la Crédibilité de l’Information (basé sur des règles de prédicats et neuro-symbolique IA) — UQAM
fr DIC-9251 33 p. ISBN : 978-1-0699945-0-9 DOI : 10.13140/RG.2.2.11827.95526 
@inproceedings{Loyer2025Modelisation,
  author       = {Loyer, Dominique},
  title        = {Mod\'elisation d'un Syst\`eme hybride d'\'Evaluation
                  de la Cr\'edibilit\'e de l'Information (bas\'e sur des
                  r\`egles de pr\'edicats et neuro-symbolique {IA})},
  booktitle    = {Projet 1 de mod\'elisation --- DIC-9251, UQAM},
  year         = {2025},
  pages        = {33},
  doi          = {10.13140/RG.2.2.11827.95526},
  isbn         = {978-1-0699945-0-9},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.11827.95526},
  address      = {Montr\'eal, Qu\'ebec, Canada},
  language     = {french}
}
—
Ontologie — Système de Vérification de la Crédibilité de l’Information — DIC-9335 Sciences du Web
fr DIC-9335 · Petko Valchev 22 p. ISBN : 978-1-0699945-1-6 DOI : 10.13140/RG.2.2.25249.72807 
@inproceedings{Loyer2025Ontologie,
  author       = {Loyer, Dominique},
  title        = {Ontologie --- Syst\`eme de V\'erification de la
                  Cr\'edibilit\'e de l'Information},
  booktitle    = {Projet final --- DIC-9335 Sciences du {Web},
                  pr\'esent\'e \`a Petko Valchev, UQAM},
  year         = {2025},
  pages        = {22},
  doi          = {10.13140/RG.2.2.25249.72807},
  isbn         = {978-1-0699945-1-6},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.25249.72807},
  address      = {Montr\'eal, Qu\'ebec, Canada},
  language     = {french}
}
—
Évaluation de modèles de pondération pour la recherche d’information sur TREC AP 88–90 — DIC-9345 TALN
fr DIC-9345 · Ngoc Tan Lê 20 p. ISBN : 978-1-0699904-8-8 DOI : 10.13140/RG.2.2.18538.84162 
@inproceedings{Loyer2025EvalTRECconf,
  author       = {Loyer, Dominique},
  title        = {\'Evaluation de mod\`eles de pond\'eration pour la
                  recherche d'information sur {TREC} {AP} 88--90},
  booktitle    = {Cours DIC-9345 {TALN}, pr\'esent\'e \`a {Ngoc Tan L\^e},
                  UQAM},
  year         = {2025},
  pages        = {20},
  doi          = {10.13140/RG.2.2.18538.84162},
  isbn         = {978-1-0699904-8-8},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.18538.84162},
  address      = {Montr\'eal, Qu\'ebec, Canada},
  language     = {french}
}
—
Système de traduction automatique neuronal du russe vers l’anglais — UQAM (BEAMER)
fr 33 p. ISBN : 978-1-0699904-9-5 DOI : 10.13140/RG.2.2.21668.18563 
@inproceedings{Loyer2025TraductionBeamer,
  author       = {Loyer, Dominique},
  title        = {Syst\`eme de traduction automatique neuronal du
                  {russe} vers l'{anglais} ({BEAMER})},
  booktitle    = {Pr\'esentation de cours, UQAM, Montr\'eal},
  year         = {2025},
  pages        = {33},
  doi          = {10.13140/RG.2.2.21668.18563},
  isbn         = {978-1-0699904-9-5},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.21668.18563},
  address      = {Montr\'eal, Qu\'ebec, Canada},
  language     = {french}
}

Articles (2026)

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Twelve Lessons in Machine Learning: A Survey of Complex Problem Modeling Based on Domingos’s Article
en 4 p. ISBN : 978-1-0699945-7-8 DOI : 10.13140/RG.2.2.27189.54244 
@article{Loyer2026TwelveLessons,
  author       = {Loyer, Dominique},
  title        = {Twelve Lessons in Machine Learning: A Survey of Complex
                  Problem Modeling Based on {Domingos}'s Article
                  ({A Few Useful Things to Know About Machine Learning})},
  year         = {2026},
  pages        = {4},
  doi          = {10.13140/RG.2.2.27189.54244},
  isbn         = {978-1-0699945-7-8},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.13140/RG.2.2.27189.54244},
  note         = {Survey},
  language     = {english}
}

Software / Open Source

—
systemFactChecking: A Neuro-Symbolic AI System for Verifying Information Credibility
Zenodo MIT DOI : 10.5281/zenodo.17943226 
@software{Loyer2026sysCRED,
  author       = {Loyer, Dominique},
  title        = {{systemFactChecking}: A Neuro-Symbolic {AI} System
                  for Verifying Information Credibility},
  year         = {2026},
  doi          = {10.5281/zenodo.17943226},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.5281/zenodo.17943226},
  license      = {MIT},
  repository   = {https://github.com/DominiqueLoyer/systemFactChecking},
  note         = {sysCRED --- UQAM}
}
—
DominiqueLoyer/systemFactChecking: v2.2.1 — PyPI Publication
Zenodo CC BY 4.0 v2.2.1 DOI : 10.5281/zenodo.18436691 
@software{Loyer2026sysCREDv221,
  author       = {Loyer, Dominique},
  title        = {{DominiqueLoyer/systemFactChecking}: v2.2.1 ---
                  {PyPI} Publication},
  year         = {2026},
  doi          = {10.5281/zenodo.18436691},
  orcid        = {0009-0003-9713-7109},
  url          = {https://zenodo.org/doi/10.5281/zenodo.18436691},
  publisher    = {Zenodo},
  license      = {Creative Commons Attribution 4.0 International},
  repository   = {https://github.com/DominiqueLoyer/systemFactChecking},
  version      = {2.2.1}
}
—
DominiqueLoyer/systemFactChecking : v2.4.1 — Neuro-Symbolic AI Credibility System
Zenodo CC BY 4.0 v2.4.1 DOI : 10.5281/zenodo.18436691
sysCRED v2.4.1 Python HTML Jupyter Node.js Flask Docker CC BY 4.0 
@software{Loyer2026sysCREDv241,
  author       = {Loyer, Dominique},
  title        = {{DominiqueLoyer/systemFactChecking}: v2.4.1 ---
                  Neuro-Symbolic {AI} Credibility System},
  year         = {2026},
  month        = mar,
  doi          = {10.5281/zenodo.18436691},
  orcid        = {0009-0003-9713-7109},
  url          = {https://github.com/DominiqueLoyer/systemFactChecking/releases/tag/v2.4.1},
  publisher    = {Zenodo},
  license      = {Creative Commons Attribution 4.0 International},
  repository   = {https://github.com/DominiqueLoyer/systemFactChecking},
  version      = {2.4.1}
}
—
Plateforme de diffusion de contenu de l’Institut des Sciences Cognitives de l’UQAM
Zenodo CC BY 4.0 v1.0.4 DOI : 10.5281/zenodo.19136152
Plateforme ISC DOI v1.0.4 Node.js CC BY 4.0 
@software{Loyer2026ISCPlatform,
  author       = {Loyer, Dominique},
  title        = {Plateforme de diffusion de contenu de l'{Institut
                  des Sciences Cognitives} de l'{UQAM}},
  year         = {2026},
  month        = mar,
  doi          = {10.5281/zenodo.19136152},
  orcid        = {0009-0003-9713-7109},
  url          = {https://doi.org/10.5281/zenodo.19136152},
  publisher    = {Zenodo},
  license      = {Creative Commons Attribution 4.0 International},
  repository   = {https://github.com/DominiqueLoyer/isc-video-platform},
  version      = {1.0.4}
}