Publications

For a complete list with citations, see my Google Scholar or ORCID.

Conference Papers
Improving Vision Model Robustness against Misclassification and Uncertainty Attacks via Underconfidence Adversarial Training
Josué Martínez-Martínez, John T Holodnak, Olivia Brown, Sheida Nabavi, Derek Aguiar, Allan Wollaber
Northern Lights Deep Learning (NLDL) Conference, 2026
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Robust Training of Deep Learning Models for Mammogram Classification
Josué Martínez-Martínez, Olivia Brown, Jun Bai, Sheida Nabavi
IEEE International Symposium on Biomedical Imaging (ISBI), 2025
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Addressing Vulnerability in Medical Deep Learning through Robust Training
Josué Martínez-Martínez, Sheida Nabavi
IEEE Conference on Artificial Intelligence (CAI), 2023
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Unmanned Autonomous Aerial Navigation in GPS-Denied Environments
Noshin Habib, Angel Flores-Abad, Josué Martínez-Martínez, Diego Aponte-Roa, Albert Espinoza
18th LACCEI International Multi-Conference for Engineering, Education, and Technology, 2020
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A Secured IoT Scheme for Microgrids Monitoring
Josué Martínez-Martínez, Carmen Carvajal-Jiménez, Diego A. Aponte-Roa
10th Annual Computing and Communication Workshop and Conference (CCWC), pp. 986-990, 2020
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Workshop Papers
From Snow to Rain: Evaluating Robustness, Calibration, and Complexity of Model-Based Robust Training
Josué Martínez-Martínez, Olivia Brown, Giselle Zeno, Pooya Khorrami, Rajmonda Caceres
LatinX in AI Research Workshop @ NeurIPS 2025
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RobustAugMix: Joint Optimization of Natural and Adversarial Robustness
Josué Martínez-Martínez, Olivia Brown
ML Safety Workshop @ NeurIPS 2022
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Conference Abstracts
Towards Robustness to Natural Variations and Distribution Shift (Student Abstract)
Josué Martínez-Martínez, Olivia Brown, Rajmonda Caceres
Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 38, No. 21, pp. 23579-23581, 2024
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Journal Articles
A Low-Cost Secure IoT Mechanism for Monitoring and Controlling Polygeneration Microgrids
Josué Martínez-Martínez, Diego Aponte-Roa, Idalides Vergara-Laurens, Wayne W. Weaver
Applied Sciences, Vol. 10, No. 23, Article 8354, 2020
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Book Chapters
Robust Training with Data Augmentation for Medical Imaging Classification
Josué Martínez-Martínez, Olivia Brown, Mostafa Karami, Sheida Nabavi
Generative AI in Healthcare (Studies in Computational Intelligence), Springer, 2026, pp. 81-96. Presented at the 9th International Workshop on Health Intelligence (W3PHIAI-25) @ AAAI 2025.
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Thesis
Achieving Robustness to Natural and Adversarial Perturbations
Josué Martínez-Martínez
PhD Dissertation, University of Connecticut, 2025