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Journal Articles
- 2022
[j4]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, Manuel R. Mercier, John C. Mosher, Yuri G. Pavlov, Aina Puce, Antonio Schettino, Daniele Schön, Walter Sinnott-Armstrong, Bertille Somon, Andela Soskic, Suzy J. Styles, Roni Tibon, Martina G. Vilas, Marijn van Vliet, Maximilien Chaumon:
Good scientific practice in EEG and MEG research: Progress and perspectives. NeuroImage 257: 119056 (2022)- 2020
- [j3]Martin Dottori, Eugenia Hesse, Micaela Santilli, Martina G. Vilas, Miguel Martorell Caro, Daniel Fraiman, Lucas Sedeño, Agustín Ibáñez, Adolfo M. García:
Task-specific signatures in the expert brain: Differential correlates of translation and reading in professional interpreters. NeuroImage 209: 116519 (2020) - 2019
- [j2]Carla Pallavicini, Martina G. Vilas, Mirta Villarreal, Federico Zamberlan, Suresh D. Muthukumaraswamy, David J. Nutt, Robin L. Carhart-Harris, Enzo Tagliazucchi:
Spectral signatures of serotonergic psychedelics and glutamatergic dissociatives. NeuroImage 200: 281-291 (2019) - 2018
- [j1]Federico Cavanna, Martina G. Vilas, Matías Palmucci, Enzo Tagliazucchi:
Dynamic functional connectivity and brain metastability during altered states of consciousness. NeuroImage 180(Part): 383-395 (2018)
Conference and Workshop Papers
- 2024
- [c2]Martina G. Vilas, Federico Adolfi, David Poeppel, Gemma Roig:
Position: An Inner Interpretability Framework for AI Inspired by Lessons from Cognitive Neuroscience. ICML 2024 - 2023
- [c1]Martina G. Vilas, Timothy Schaumlöffel, Gemma Roig:
Analyzing Vision Transformers for Image Classification in Class Embedding Space. NeurIPS 2023
Informal and Other Publications
- 2024
- [i7]Martina G. Vilas, Federico Adolfi, David Poeppel, Gemma Roig:
Position Paper: An Inner Interpretability Framework for AI Inspired by Lessons from Cognitive Neuroscience. CoRR abs/2406.01352 (2024) - [i6]Mahadev Prasad Panda, Matteo Tiezzi, Martina G. Vilas, Gemma Roig, Bjoern M. Eskofier, Dario Zanca:
Human-inspired Explanations for Vision Transformers and Convolutional Neural Networks. CoRR abs/2408.02123 (2024) - [i5]Manshan Guo, Bhavin Choksi, Sari Saba-Sadiya, Alessandro T. Gifford, Martina G. Vilas, Radoslaw Martin Cichy, Gemma Roig:
Limited but consistent gains in adversarial robustness by co-training object recognition models with human EEG. CoRR abs/2409.03646 (2024) - [i4]Federico Adolfi, Martina G. Vilas, Todd Wareham:
The Computational Complexity of Circuit Discovery for Inner Interpretability. CoRR abs/2410.08025 (2024) - 2023
- [i3]Alessandro T. Gifford, Benjamin Lahner, Sari Saba-Sadiya, Martina G. Vilas, Alex Lascelles, Aude Oliva, K. Kay, Gemma Roig, Radoslaw Martin Cichy:
The Algonauts Project 2023 Challenge: How the Human Brain Makes Sense of Natural Scenes. CoRR abs/2301.03198 (2023) - [i2]Martina G. Vilas, Timothy Schaumlöffel, Gemma Roig:
Analyzing Vision Transformers for Image Classification in Class Embedding Space. CoRR abs/2310.18969 (2023) - 2022
- [i1]Domenic Bersch, Kshitij Dwivedi, Martina G. Vilas, Radoslaw Martin Cichy, Gemma Roig:
Net2Brain: A Toolbox to compare artificial vision models with human brain responses. CoRR abs/2208.09677 (2022)
Coauthor Index
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