Dynamic functional connectivity and brain metastability during altered states of consciousness. - Federico Cavanna; Martina G. Vilas; Matías Palmucci; Enzo Tagliazucchi (NeuroImage, 2018)

Spectral signatures of serotonergic psychedelics and glutamatergic dissociatives. - Carla Pallavicini; Martina G. Vilas; Mirta Villarreal; Federico Zamberlan; Suresh D. Muthukumaraswamy; David J. Nutt; Robin L. Carhart-Harris; Enzo Tagliazucchi (NeuroImage, 2019)

Task-specific signatures in the expert brain: Differential correlates of translation and reading in professional interpreters. - Martin Dottori; Eugenia Hesse; Micaela Santilli; Martina G. Vilas; Miguel Martorell Caro; Daniel Fraiman; Lucas Sedeño; Agustín Ibáñez; Adolfo M. García (NeuroImage, 2020)

Net2Brain: A Toolbox to compare artificial vision models with human brain responses. - Domenic Bersch; Kshitij Dwivedi; Martina G. Vilas; Radoslaw Martin Cichy; Gemma Roig (CoRR, 2022)

Good scientific practice in EEG and MEG research: Progress and perspectives. - Guiomar Niso; Laurens R. Krol; Etienne Combrisson; Anne Sophie Dubarry; Madison A. Elliott; Clément François; Yseult Héjja-Brichard; Sophie K. Herbst; Karim Jerbi; Vanja Kovic; Katia Lehongre; Steven J. Luck; et al. (NeuroImage, 2022)

Analyzing Vision Transformers for Image Classification in Class Embedding Space. - Martina G. Vilas; Timothy Schaumlöffel; Gemma Roig (NeurIPS, 2023)

The Algonauts Project 2023 Challenge: How the Human Brain Makes Sense of Natural Scenes. - Alessandro T. Gifford; Benjamin Lahner; Sari Saba-Sadiya; Martina G. Vilas; Alex Lascelles; Aude Oliva; K. Kay; Gemma Roig; Radoslaw Martin Cichy (CoRR, 2023)

Limited but Consistent Gains in Adversarial Robustness by Co-training Object Recognition Models with Human EEG. - Manshan Guo; Bhavin Choksi; Sari Sadiya; Alessandro T. Gifford; Martina G. Vilas; Radoslaw Martin Cichy; Gemma Roig (ECCV Workshops (14), 2024)

Position: An Inner Interpretability Framework for AI Inspired by Lessons from Cognitive Neuroscience. - Martina G. Vilas; Federico Adolfi; David Poeppel; Gemma Roig (ICML, 2024)

Position Paper: An Inner Interpretability Framework for AI Inspired by Lessons from Cognitive Neuroscience. - Martina G. Vilas; Federico Adolfi; David Poeppel; Gemma Roig (CoRR, 2024)

Human-inspired Explanations for Vision Transformers and Convolutional Neural Networks. - Mahadev Prasad Panda; Matteo Tiezzi; Martina G. Vilas; Gemma Roig; Bjoern M. Eskofier; Dario Zanca (CoRR, 2024)

Limited but consistent gains in adversarial robustness by co-training object recognition models with human EEG. - Manshan Guo; Bhavin Choksi; Sari Saba-Sadiya; Alessandro T. Gifford; Martina G. Vilas; Radoslaw Martin Cichy; Gemma Roig (CoRR, 2024)

The Computational Complexity of Circuit Discovery for Inner Interpretability. - Federico Adolfi; Martina G. Vilas; Todd Wareham (ICLR, 2025)

Net2Brain: a toolbox to compare artificial vision models with human brain responses. - Domenic Bersch; Martina G. Vilas; Sari Saba-Sadiya; Timothy Schaumlöffel; Kshitij Dwivedi; Christina Sartzetaki; Radoslaw Martin Cichy; Gemma Roig (Frontiers Neuroinformatics, 2025)