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

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

Minoza, J.M.A.

International Conference on Machine Learning (ICML 2026) - Accepted

Project Page Code arXiv OpenReview

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

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

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

Minoza, J.M.A.

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

Project Page Proceedings arXiv

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

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

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

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

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

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

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

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

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

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.

Preprint

arXiv

The Hamilton-Jacobi Theory of Deep Learning (2026)

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

Preprint

Project Page arXiv

Spite, Bandwagons, and Coalition Collapse (2026)

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

Preprint

DOI