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Identification

Personal identification

Full name
Tiago Guerra Marques

Citation names

  • Marques, Tiago
  • Tiago Guerra Marques

Author identifiers

Ciência ID
3F12-7067-A0F7
ORCID iD
0000-0002-8973-0549

Telephones

Mobile phone
  • 935894341 (Personal)

Addresses

  • Av Brasilia s/n, 1400-038, Lisboa, Lisboa, Portugal (Professional)

Websites

Languages

Language Speaking Reading Writing Listening Peer-review
English Proficiency (C2) Proficiency (C2) Proficiency (C2) Proficiency (C2)
Spanish; Castilian Elementary (A2) Intermediate (B1) Beginner (A1) Intermediate (B1)
French Beginner (A1) Beginner (A1) Beginner (A1)
Education
Degree Classification
2011
Concluded
Biologia (Doutoramento)
Major in Especialidade: Neurociências
Universidade Nova de Lisboa Instituto de Tecnologia Química e Biológica, Portugal
"Functional characterization of cortico-cortical connections" (THESIS/DISSERTATION)
Aprovado por unanimidade
2008
Concluded
Engenharia Física Tecnológica (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Real-Time measurement of the plasma electron density at ISTTOK: and study of the ISTTOK hydrogen injection system" (THESIS/DISSERTATION)
19
2007
Concluded
Engenharia Física Tecnológica (Licenciatura)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"n/a" (THESIS/DISSERTATION)
18
Affiliation

Science

Category
Host institution
Employer
2022/12/06 - Current Contracted Researcher (Research) Fundação Champalimaud, Portugal
2019/01/07 - 2022/09/30 Postdoc (Research) Massachusetts Institute of Technology Department of Brain and Cognitive Sciences, United States
Massachusetts Institute of Technology McGovern Institute for Brain Research, United States
2018/10/01 - 2018/12/31 Postdoc (Research) Centro Champalimaud, Portugal
2010/09/01 - 2011/08/30 Research Trainee (Research) Programa Champalimaud de Neurociências, Portugal
2007 - 2007 Research Trainee (Research) Instituto de Plasmas e Fusão Nuclear, Portugal

Teaching in Higher Education

Category
Host institution
Employer
2024/09/01 - Current Invited Assistant Professor (University Teacher) Universidade de Lisboa Faculdade de Medicina, Portugal

Others

Category
Host institution
Employer
2009/05/05 - 2010/07/30 Associate Consultant The Boston Consulting Group, Portugal
Outputs

Publications

Book chapter
  1. Ruxandra Barbulescu; Tiago Marques; Arlindo L. Oliveira. "Contribution of V1 Receptive Field Properties to Corruption Robustness in CNNs". 2024.
    10.3233/FAIA240546
Journal article
  1. Rafaela Timóteo; David Pinto; Pedro Matono; Carlos Mavioso; Maria-João Cardoso; Pedro Gouveia; Tiago Marques; Daniel Simões Lopes. "BREAST+: An augmented reality interface that speeds up perforator marking for DIEAP flap reconstruction surgery". Healthcare Technology Letters (2024): http://dx.doi.org/10.1049/htl2.12095.
    10.1049/htl2.12095
  2. Rodrigo F. Dias; Radhika Rajan; Margarida Baeta; Beatriz Belbut; Tiago Marques; Leopoldo Petreanu. "Visual experience reduces the spatial redundancy between cortical feedback inputs and primary visual cortex neurons". Neuron (2024): http://dx.doi.org/10.1016/j.neuron.2024.07.009.
    10.1016/j.neuron.2024.07.009
  3. Pedro F. Gouveia; Rogélio Luna; Francisco Fontes; David Pinto; Carlos Mavioso; João Anacleto; Rafaela Timóteo; et al. "Augmented Reality in Breast Surgery Education". Breast Care (2023): https://doi.org/10.1159/000529587.
    10.1159/000529587
  4. Susana Valente; Tiago Marques; Susana Q. Lima. "No evidence for prolactin’s involvement in the post-ejaculatory refractory period". Communications Biology (2021): https://doi.org/10.1038/s42003-020-01570-4.
    10.1038/s42003-020-01570-4
  5. "Simulating a Primary Visual Cortex at the Front of CNNs Improves Robustness to Image Perturbations". NeurIPS 2020 33 (2020): 13073-13087. https://proceedings.neurips.cc/paper/2020/hash/98b17f068d5d9b7668e19fb8ae470841-Abstract.html.
    10.1101/2020.06.16.154542
  6. Tiago Marques; Julia Nguyen; Gabriela Fioreze; Leopoldo Petreanu. "The functional organization of cortical feedback inputs to primary visual cortex". Nature Neuroscience 21 5 (2018): 757-764. https://doi.org/10.1038/s41593-018-0135-z.
    10.1038/s41593-018-0135-z
  7. Marques, T.; Summers, M.T.; Fioreze, G.; Fridman, M.; Dias, R.F.; Feller, M.B.; Petreanu, L.. "A Role for Mouse Primary Visual Cortex in Motion Perception". Current Biology 28 11 (2018): 1703-1713.e6. http://www.scopus.com/inward/record.url?eid=2-s2.0-85047202015&partnerID=MN8TOARS.
    10.1016/j.cub.2018.04.012
  8. Marques, Tiago. "Real-time digital heterodyne interferometer for high resolution plasma density measurements at ISTTOK". Review of Scientific Instruments 79 10 (2008):
    10.1063/1.2956875
Preprint
  1. Ruxandra Barbulescu; Tiago Marques; Arlindo L. Oliveira. "Matching the Neuronal Representations of V1 is Necessary to Improve Robustness in CNNs with V1-like Front-ends". 2023. https://arxiv.org/abs/2310.10575.
    10.48550/ARXIV.2310.10575
  2. Tiago Oliveira; Tiago Marques; Arlindo L. Oliveira. "Connecting metrics for shape-texture knowledge in computer vision". 2023. https://arxiv.org/abs/2301.10608.
    10.48550/ARXIV.2301.10608
  3. Rodrigo Ferreira Dias; Radhika Rajan; Margarida Baeta; Tiago Marques; Leopoldo Petreanu. "Visual experience instructs the organization of cortical feedback inputs to primary visual cortex". 2022. http://dx.doi.org/10.1101/2022.10.12.511901.
    10.1101/2022.10.12.511901

Other

Other output
  1. Multi-scale hierarchical neural network models that bridge from single neurons in the primate primary visual cortex to object recognition behavior. 2021. Tiago Marques; Martin Schrimpf; James J. DiCarlo. https://doi.org/10.1101/2021.03.01.433495.
    10.1101/2021.03.01.433495
  2. Wiring Up Vision: Minimizing Supervised Synaptic Updates Needed to Produce a Primate Ventral Stream. 2020. Franziska Geiger; Martin Schrimpf; Tiago Marques; James J. DiCarlo. https://doi.org/10.1101/2020.06.08.140111.
    10.1101/2020.06.08.140111
  3. Large-scale hyperparameter search for predicting human brain responses in the Algonauts challenge. 2019. Marques, Tiago. http://dx.doi.org/10.1101/689844.
    10.1101/689844
Activities

Supervision

Thesis Title
Role
Degree Subject (Type)
Institution / Organization
2024/03/01 - Current Biologically inspired CNNs for Medical Imaging tasks
Co-supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal
2023/03/01 - Current Mixed Reality Interfaces for Breast Cancer Surgery
Co-supervisor
Universidade de Lisboa Faculdade de Medicina, Portugal
2024/03/01 - 2024/10/31 Using Biological Features to Improve Deep Neural Network Models for Vision
Co-supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2025/02/01 - 2025/03/31 Introdução Prática à Inteligência Artificial em Medicina Mestrado Integrado em Medicina (Mestrado integrado) Universidade de Lisboa Faculdade de Medicina, Portugal
2024/02/01 - 2024/03/31 Introdução Prática à Inteligência Artificial em Medicina Mestrado Integrado em Medicina (Mestrado integrado) Universidade de Lisboa Faculdade de Medicina, Portugal
Distinctions

Other distinction

2009 UTL/Santander Totta Best Student Award
Universidade de Lisboa, Portugal
2008 Prémio Prof António da Silveira
Fundação Calouste Gulbenkian, Portugal
2006 Caixa Geral de Depósitos Best Student Award
Universidade de Lisboa Instituto Superior Técnico, Portugal