Martina G. Vilas

According to our database, Martina G. Vilas authored at least 19 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Contextual inference from single objects in Vision-Language models.

Martina G. Vilas, Timothy Schaumlöffel, Gemma Roig

CoRR, March, 2026

2025

Correction: FovEx: 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

Int. J. Comput. Vis., December, 2025

FovEx: 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

Int. J. Comput. Vis., October, 2025

Tracing the Traces: Latent Temporal Signals for Efficient and Accurate Reasoning.

Martina G. Vilas, Safoora Yousefi, Besmira Nushi, Eric Horvitz, Vidhisha Balachandran

CoRR, October, 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

The Computational Complexity of Circuit Discovery for Inner Interpretability.

Federico Adolfi, Martina G. Vilas, Todd Wareham

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

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

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

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

Position: An Inner Interpretability Framework for AI Inspired by Lessons from Cognitive Neuroscience.

Martina G. Vilas, Federico Adolfi, David Poeppel, Gemma Roig

Proceedings of the Forty-first International Conference on Machine Learning, 2024

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

Proceedings of the Computer Vision - ECCV 2024 Workshops, 2024

Complexity-Theoretic Limits on the Promises of Artificial Neural Network Reverse-Engineering.

Federico Adolfi, Martina G. Vilas, Todd Wareham

Proceedings of the 46th Annual Meeting of the Cognitive Science Society, 2024

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

Analyzing Vision Transformers for Image Classification in Class Embedding Space.

Martina G. Vilas, Timothy Schaumlöffel, Gemma Roig

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

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, 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

NeuroImage, 2022

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

2020

Task-specific signatures in the expert brain: Differential correlates of translation and reading in professional interpreters.

Martín Dottori, Eugenia Hesse, Micaela Santilli, Martina G. Vilas, Miguel Martorell Caro, Daniel Fraiman, Lucas Sedeño, Agustín Ibáñez, Adolfo M. García

NeuroImage, 2020

2019

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

2018

Dynamic functional connectivity and brain metastability during altered states of consciousness.

Federico Cavanna, Martina G. Vilas, Matías Palmucci, Enzo Tagliazucchi

NeuroImage, 2018