From Multimodal to Unimodal Attention in Transformers using Knowledge Distillation. - Dhruv Agarwal 002; Tanay Agrawal; Laura M. Ferrari; François Brémond (AVSS, 2021)

One-class autoencoder approach for optimal electrode set identification in wearable EEG event monitoring*. - Laura M. Ferrari; Guy Abi Hanna; Paolo Volpe; Esma Ismailova; François Brémond; Maria A. Zuluaga (EMBC, 2021)

One-class Autoencoder Approach for Optimal Electrode Set-up Identification in Wearable EEG Event Monitoring. - Laura M. Ferrari; Guy Abi Hanna; Paolo Volpe; Esma Ismailova; François Brémond; Maria A. Zuluaga (CoRR, 2021)

Editorial: Recognizing the state of emotion, cognition and action from physiological and behavioral signals. - Siyuan Chen; Youngjun Cho; Kun Yu 001; Laura M. Ferrari; François Brémond (Frontiers Comput. Sci., 2022)

StressID: a Multimodal Dataset for Stress Identification. - Hava Chaptoukaev; Valeriya Strizhkova; Michele Panariello; Bianca Dalpaos; Aglind Reka; Valeria Manera; Susanne Thümmler; Esma Ismailova; Nicholas W. D. Evans; François Brémond; Massimiliano Todisco; Maria A. Zuluaga; et al. (NeurIPS, 2023)

Video Representation Learning for Conversational Facial Expression Recognition Guided by Multiple View Reconstruction. - Valeriya Strizhkova; Laura M. Ferrari; Hadi Kachmar; Antitza Dantcheva; François Brémond (CVPR Workshops, 2024)

MVP: Multimodal Emotion Recognition Based on Video and Physiological Signals. - Valeriya Strizhkova; Hadi Kachmar; Hava Chaptoukaev; Raphael Kalandadze; Natia Kukhilava; Tatia Tsmindashvili; Nibras Abo-Alzahab; Maria A. Zuluaga; Michal Balazia; Antitza Dantcheva; François Brémond; Laura M. Ferrari (ECCV Workshops (15), 2024)

Evaluation in EEG Emotion Recognition: State-of-the-Art Review and Unified Framework. - Natia Kukhilava; Tatia Tsmindashvili; Raphael Kalandadze; Anchit Gupta; Sofio Katamadze; François Brémond; Laura M. Ferrari; Philipp Müller 001; Benedikt Emanuel Wirth (CoRR, 2025)