Selected Research Works

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Scalable Uncertainty Quantification for Extreme Weather Forecasting via Empirical Neural Tangent Kernels (2026)

Minoza, J.M.A., Laylo, R.G., Ibañez, S.C.

ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026) - Accepted

Project Page Code DOI arXiv OpenReview Dataset Python Package

@inproceedings{minoza2026scalable,
  author = {Minoza, J.M.A. and Laylo, R.G. and Ibañez, S.C.},
  title = {Scalable Uncertainty Quantification for Extreme Weather Forecasting via Empirical Neural Tangent Kernels},
  booktitle = {ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026)},
  year = {2026},
  doi = {10.1145/3770855.3818106},
  url = {https://arxiv.org/abs/2606.02886}
}

UltraLIF: Fully Differentiable Spiking Neural Networks via Ultradiscretization and Max-Plus Algebra (2026)

Minoza, J.M.A.

International Conference on Machine Learning (ICML 2026) (PMLR) - Accepted

Project Page Code Proceedings arXiv OpenReview

@inproceedings{minoza2026ultralif,
  author = {Minoza, J.M.A.},
  title = {UltraLIF: Fully Differentiable Spiking Neural Networks via Ultradiscretization and Max-Plus Algebra},
  booktitle = {International Conference on Machine Learning (ICML 2026)},
  year = {2026},
  publisher = {PMLR},
  volume = {306},
  pages = {89102-89133},
  url = {https://proceedings.mlr.press/v306/minoza26a.html}
}

eXplaining to Learn (eX2L): Regularization Using Contrastive Visual Explanation Pairs for Distribution Shifts (2026)

Medina, P.M.P., Minoza, J.M.A., Ibañez, S.C.

Workshop on Robust Vision in Synthetic Environments (RVSSE 2026) - Oral Presentation

arXiv

@inproceedings{minoza2026explaining,
  author = {Medina, P.M.P. and Minoza, J.M.A. and Ibañez, S.C.},
  title = {eXplaining to Learn (eX2L): Regularization Using Contrastive Visual Explanation Pairs for Distribution Shifts},
  booktitle = {Workshop on Robust Vision in Synthetic Environments (RVSSE 2026)},
  year = {2026},
  url = {https://arxiv.org/abs/2605.06368}
}

An Interpretability-Guided Framework for Responsible Synthetic Data Generation in Emotional Text (2026)

Martinez, P.J.B., Minoza, J.M.A., Ibañez, S.C.

AAAI Workshop on Shaping Responsible Synthetic Data (RSD), Singapore EXPO, Singapore

arXiv

@inproceedings{minoza2026an,
  author = {Martinez, P.J.B. and Minoza, J.M.A. and Ibañez, S.C.},
  title = {An Interpretability-Guided Framework for Responsible Synthetic Data Generation in Emotional Text},
  booktitle = {AAAI Workshop on Shaping Responsible Synthetic Data (RSD)},
  year = {2026},
  address = {Singapore EXPO, Singapore},
  url = {https://arxiv.org/abs/2511.16132}
}

ML-EcoLyzer: Quantifying the Environmental Cost of Machine Learning Inference Across Frameworks and Hardware (2026)

Minoza, J.M.A., Laylo, R.G., Villarin, C.F., Ibañez, S.C.

AAAI Workshop on AI for Environmental Science (AI4ES), Singapore EXPO, Singapore - Oral Presentation

arXiv Python Package

@inproceedings{minoza2026ml-ecolyzer,
  author = {Minoza, J.M.A. and Laylo, R.G. and Villarin, C.F. and Ibañez, S.C.},
  title = {ML-EcoLyzer: Quantifying the Environmental Cost of Machine Learning Inference Across Frameworks and Hardware},
  booktitle = {AAAI Workshop on AI for Environmental Science (AI4ES)},
  year = {2026},
  address = {Singapore EXPO, Singapore},
  url = {https://arxiv.org/abs/2511.06694}
}

SPIKE: Sparse Koopman Regularization for Physics-Informed Neural Networks (2026)

Minoza, J.M.A.

The Third Conference on Parsimony and Learning (Proceedings Track) (PMLR), Tübingen, Germany - Accepted

Project Page Proceedings arXiv

@inproceedings{minoza2026spike,
  author = {Minoza, J.M.A.},
  title = {SPIKE: Sparse Koopman Regularization for Physics-Informed Neural Networks},
  booktitle = {The Third Conference on Parsimony and Learning (Proceedings Track)},
  year = {2026},
  publisher = {PMLR},
  volume = {328},
  pages = {164-191},
  address = {Tübingen, Germany},
  url = {https://proceedings.mlr.press/v328/minoza26a.html}
}

Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor Mapping (2025)

Minoza, J.M.A.

ICLR 2025 Workshop on Tackling Climate Change with Machine Learning, Singapore EXPO, Singapore

arXiv DOI

@inproceedings{minoza2025learning,
  author = {Minoza, J.M.A.},
  title = {Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor Mapping},
  booktitle = {ICLR 2025 Workshop on Tackling Climate Change with Machine Learning},
  year = {2025},
  address = {Singapore EXPO, Singapore},
  doi = {10.48550/arXiv.2504.14372},
  url = {https://arxiv.org/abs/2504.14372}
}

RefinedBathyGAN: An Improved Deep Learning Based Super Resolution for Bathymetry - Evaluation and Sensitivity Analysis on Model Applications (2024)

Minoza, J.M.A., Bongolan, V.P., Goff, J., Winspear, N., Terry, J.P.

Asia Oceania Geosciences Society (AOGS) 2024 - Evaluation and Sensitivity Analysis on Model Applications, Gangwon-do, South Korea - Oral Presentation

@inproceedings{minoza2024refinedbathygan,
  author = {Minoza, J.M.A. and Bongolan, V.P. and Goff, J. and Winspear, N. and Terry, J.P.},
  title = {RefinedBathyGAN: An Improved Deep Learning Based Super Resolution for Bathymetry - Evaluation and Sensitivity Analysis on Model Applications},
  booktitle = {Asia Oceania Geosciences Society (AOGS) 2024 - Evaluation and Sensitivity Analysis on Model Applications},
  year = {2024},
  address = {Gangwon-do, South Korea}
}

Applying cellular automata to dynamic simulation of a tsunamigenic submarine landslide in the South China Sea (2024)

Minoza, J.M.A., Terry, J.P., Winspear, N., Goff, J., Bongolan, V.P.

Marine and Petroleum Geology (Elsevier)

DOI

@article{minoza2024applying,
  author = {Minoza, J.M.A. and Terry, J.P. and Winspear, N. and Goff, J. and Bongolan, V.P.},
  title = {Applying cellular automata to dynamic simulation of a tsunamigenic submarine landslide in the South China Sea},
  journal = {Marine and Petroleum Geology},
  year = {2024},
  publisher = {Elsevier},
  volume = {162},
  pages = {106728},
  doi = {10.1016/j.marpetgeo.2024.106728}
}

Vulnerable Communities: Examining the Cost of Forgoing Vaccination in the BARMM Region (2023)

Minoza, J.M.A., Bongolan, V.P., Rivera, R.L., de Castro, R.

Asia Oceania Geosciences Society (AOGS) 2023 - Natural Hazards and Disaster Risk: Current and Historical Perspectives, Singapore - Poster Presentation

@inproceedings{minoza2023vulnerable,
  author = {Minoza, J.M.A. and Bongolan, V.P. and Rivera, R.L. and de Castro, R.},
  title = {Vulnerable Communities: Examining the Cost of Forgoing Vaccination in the BARMM Region},
  booktitle = {Asia Oceania Geosciences Society (AOGS) 2023 - Natural Hazards and Disaster Risk: Current and Historical Perspectives},
  year = {2023},
  address = {Singapore}
}

Discrete-continuous Model for the Simulation of Submarine Landslide-induced Tsunamigenesis (2023)

Miñoza, J.M.A., Bongolan, V.P., Winspear, N.

Asia Oceania Geosciences Society (AOGS) 2023 - Interdisciplinary Research on Coastal Extremes: Advancement in Perspectives, Techniques and Applications, Singapore - Oral Presentation

@inproceedings{minoza2023discrete-continuous,
  author = {Miñoza, J.M.A. and Bongolan, V.P. and Winspear, N.},
  title = {Discrete-continuous Model for the Simulation of Submarine Landslide-induced Tsunamigenesis},
  booktitle = {Asia Oceania Geosciences Society (AOGS) 2023 - Interdisciplinary Research on Coastal Extremes: Advancement in Perspectives, Techniques and Applications},
  year = {2023},
  address = {Singapore}
}

Biomarker Discovery for Meta-Classification of Melanoma Metastatic Progression Using Transfer Learning (2022)

Minoza, J.M.A., Rico, J.A., Zamora, P.R.F., Bacolod, M., Laubenbacher, R., Dumancas, G.G., de Castro, R.

Genes (MDPI)

DOI

@article{minoza2022biomarker,
  author = {Minoza, J.M.A. and Rico, J.A. and Zamora, P.R.F. and Bacolod, M. and Laubenbacher, R. and Dumancas, G.G. and de Castro, R.},
  title = {Biomarker Discovery for Meta-Classification of Melanoma Metastatic Progression Using Transfer Learning},
  journal = {Genes},
  year = {2022},
  publisher = {MDPI},
  volume = {13},
  pages = {2303},
  doi = {10.3390/genes13122303}
}

Discrete-Continuous Coupling Model for Lanslide-induced Tsunamigenesis (2020)

Miñoza, J.M.A., Bongolan, V.P., Winspear, N., Goff, J., Terry, J.

Asia Oceania Geosciences Society (AOGS) 2020 - Interdisciplinary Research on Water-related Disasters and Practical Applications for Disaster Risk Reduction, Online/Virtual - Oral Presentation

@inproceedings{minoza2020discrete-continuous,
  author = {Miñoza, J.M.A. and Bongolan, V.P. and Winspear, N. and Goff, J. and Terry, J.},
  title = {Discrete-Continuous Coupling Model for Lanslide-induced Tsunamigenesis},
  booktitle = {Asia Oceania Geosciences Society (AOGS) 2020 - Interdisciplinary Research on Water-related Disasters and Practical Applications for Disaster Risk Reduction},
  year = {2020},
  address = {Online/Virtual}
}

What is the Best Way to Model a Landslide? Or a Tsunami? (2019)

Bongolan, V.P., Rayo, J.F., Miñoza, J.M.A.

Asia Oceania Geosciences Society (AOGS) 2019 - Natural Hazards and Disaster Risk: Current and Historical Perspectives - Oral Presentation

@inproceedings{minoza2019what,
  author = {Bongolan, V.P. and Rayo, J.F. and Miñoza, J.M.A.},
  title = {What is the Best Way to Model a Landslide? Or a Tsunami?},
  booktitle = {Asia Oceania Geosciences Society (AOGS) 2019 - Natural Hazards and Disaster Risk: Current and Historical Perspectives},
  year = {2019}
}

Recovering the Lévy Noise: Stochastic Pseudodifferential Symbols of Neural Operators (2027)

Minoza, J.M.A.

Preprint

PDF

@misc{minoza2027recovering,
  author = {Minoza, J.M.A.},
  title = {Recovering the Lévy Noise: Stochastic Pseudodifferential Symbols of Neural Operators},
  note = {Preprint},
  year = {2027}
}

Linearized Attention Cannot Enter the Kernel Regime at Any Practical Width (2026)

Minoza, J.M.A., Medina, P.M.P., Ibañez, S.C.

Preprint

arXiv

@misc{minoza2026linearized,
  author = {Minoza, J.M.A. and Medina, P.M.P. and Ibañez, S.C.},
  title = {Linearized Attention Cannot Enter the Kernel Regime at Any Practical Width},
  note = {Preprint},
  year = {2026},
  url = {https://arxiv.org/abs/2603.13085}
}

The Hamilton-Jacobi Theory of Deep Learning (2026)

Minoza, J.M.A., Legara, E.F.T., Monterola, C.P.

Preprint

Project Page arXiv

@misc{minoza2026the,
  author = {Minoza, J.M.A. and Legara, E.F.T. and Monterola, C.P.},
  title = {The Hamilton-Jacobi Theory of Deep Learning},
  note = {Preprint},
  year = {2026},
  url = {https://arxiv.org/abs/2605.28983}
}

Spite, Bandwagons, and Coalition Collapse (2026)

Legara, E.F., Minoza, J.M.A., Monterola, C.

Preprint

DOI

@misc{minoza2026spite,
  author = {Legara, E.F. and Minoza, J.M.A. and Monterola, C.},
  title = {Spite, Bandwagons, and Coalition Collapse},
  note = {Preprint},
  year = {2026},
  doi = {10.21203/rs.3.rs-9799219/v1}
}

Concept Flow: A Differential-Form Theory of Attribution on Hyperbolic Representations (2026)

Minoza, J.M.A.

Preprint

PDF

@misc{minoza2026concept,
  author = {Minoza, J.M.A.},
  title = {Concept Flow: A Differential-Form Theory of Attribution on Hyperbolic Representations},
  note = {Preprint},
  year = {2026}
}

Modularity, not integration, is the architectural basis of universal computation (2026)

Minoza, J.M.A., Legara, E.F.T., Monterola, C.P.

Preprint

PDF

@misc{minoza2026modularity,
  author = {Minoza, J.M.A. and Legara, E.F.T. and Monterola, C.P.},
  title = {Modularity, not integration, is the architectural basis of universal computation},
  note = {Preprint},
  year = {2026}
}

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