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I am a PhD student of Computer Science at Instituto Superior Técnico, focusing my research on medical data analysis using deep learning (ResNets, LSTMs, Transformers, LLMs, VLMs...). I also work as an AI Research scientist at INESC-ID, under the same topic. I'm fascinated by data science, statistics, deep learning, support decision tools for healthcare, music, poetry and volleyball.
Identification

Personal identification

Full name
João Pedro dos Santos Marques

Citation names

  • Marques, João
  • João D.S. Marques

Author identifiers

Ciência ID
DC1C-675B-FC52
ORCID iD
0000-0002-8105-7986

Knowledge fields

  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese (Mother tongue)
French Intermediate (B1) Upper intermediate (B2) Intermediate (B1) Upper intermediate (B2) Intermediate (B1)
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Spanish; Castilian Intermediate (B1) Upper intermediate (B2) Elementary (A2) Upper intermediate (B2) Intermediate (B1)
Education
Degree Classification
2024/02/16 - 2029/09/30
Ongoing
 Engenharia Informática e de Computadores (Doutoramento)
Major in Inteligência Artificial
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017 - 2023
Concluded
 Engenharia Eletrotécnica e de Computadores (Mestrado integrado)
Major in Redes e Sistemas de Comunicação
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Diagnosing pulmonary embolism from electrocardiograms" (THESIS/DISSERTATION)
 16
Affiliation

Science

Category
Host institution 		Employer
2024 - Current Researcher (Research) Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2023 - 2024 Contracted Researcher (Research) Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Outputs

Publications

Conference paper
  1. André V. Duarte; João Marques; Miguel Graça; Miguel Freire; Lei Li; Arlindo L. Oliveira. "LumberChunker: Long-Form Narrative Document Segmentation". 2024.
    10.48550/ARXIV.2406.17526
Journal article
  1. Beatriz Valente Silva; João Marques; Miguel Nobre Menezes; Arlindo L. Oliveira; Fausto J. Pinto. "Artificial intelligence-based diagnosis of acute pulmonary embolism: Development of a machine learning model using 12-lead electrocardiogram". Revista Portuguesa de Cardiologia 42 7 (2023): 643-651. http://dx.doi.org/10.1016/j.repc.2023.03.016.
    10.1016/j.repc.2023.03.016
Preprint
  1. Joao D. S. Marques; Arlindo L. Oliveira. "Are ECGs enough? Deep learning classification of cardiac anomalies using only electrocardiograms". 2025. https://arxiv.org/abs/2503.08960.
    10.48550/ARXIV.2503.08960
  2. David Calhas; João Marques; Arlindo L. Oliveira. "The Role of Recurrency in Image Segmentation for Noisy and Limited Sample Settings". 2024. https://arxiv.org/abs/2412.15734.
    10.48550/ARXIV.2412.15734