Chair objectives
L’objectif de cette chaire est d’améliorer la collaboration homme-technologie en mettant en œuvre des techniques d’apprentissage automatiques de pointe et robustes pour surveiller et prédire les performances cognitives humaines dans des scénarios complexes de la vie réelle et en concevant des modèles décisionnels artificiels basés sur la théorie des jeux et des approches de planification décentralisées pour plus de sécurité, des opérations plus efficaces et une meilleure acceptation de la technologie par l’humain
Program Collaborative AI
Themes: Neuroscience and AI, Robotics and AI
Chair holder: Frédéric Dehais, PR ISAE-Supaero
Co-chairs
- Raphaëlle Roy
- Caroline Chanel
- Nicolas Drougard
Chair holder: Frédéric Dehais (ISAE-SUPAERO)
Co-chairs
- Raphaelle ROY (ISAE-SUPAERO)
- Caroline CHANEL (ISAE-SUPAERO)
- Nicolas DROUGARD (ISAE-SUPAERO)
Senior collaborating researchers
- Fabien LOTTE (INRIA Bordeaux, LaBRI)
PhD students
- Xiaoqi Xu
- Giorgio Angelotti
Visiting researchers
- Daniel Callan (NICT, univ Ozaka, Japan)
- Ricardo Chavariaga (ZHAW)
- 2019 IEEE Brain initiative award
- Co-organisation of the Cortico days 2021 (COllectif pour la Recherche Transdisciplinaire sur les Interfaces Cerveau-Ordinateur)
- Co-organisation of the 3rd International Neuroergonomics 2021 conference
- Co-organisation d’un hackaton
- Series de webinars Neuroergonomics
- Co-creation of the international journal“Frontiers in Neuroergonomics””
- Application to :
- CHI-STERA European grant
- ANR jeune chercheuse EPIC
- Somon B., Fermo A., Dehais F. and Chanel C.P.C. (2021) Vers l’application de l’apprentissage par renforcement inverse aux réseaux naturels d’attention. Conférence Nationale en Intelligence Artificielle, CNIA 2021, Bordeaux.
- Somon B., Fermo A., Dehais F. and Chanel C.P.C. (submitted) Steady state analysis for audiovisual attentional switch. Neuroergonomics Conference, NEC 2021, Munich
- Xiaoqi Xu; Nicolas Drougard; Raphaelle N. Roy (2021) Dimensionality Reduction via the Laplace-Beltrami Operator: Application to EEG-based BCI 10th International IEEE/EMBS Conference on Neural Engineering (NER) 2021
- Ladouce, Simon et al, (2021) Transparent SSVEP-BCI using low amplitude modulations; IEEE SMC conference
- Dehais et al (2021), A dual Brain Computer Interface, Neuroergonomics Conference, NEC 2021, Munich.
- Giorgio Angelotti, Drougard, Nicolas, Chanel Caroline (2021) A POMDP Model Fit Method to Improve Human-Robot Joint Performance ECML-PKDD
- Giorgio, Angelotti, Nicolas Drougard & Caroline Ponzoni Carvalho Chanel (2020) Offline Learning for Planning: A Summary. 30th International Conference on Automated Planning and Scheduling (ICAPS 2020)
- Giorgio Angelotti, Drougard, Nicolas, Chanel Caroline (submitted 2021) Exploitation vs Caution: Risksensitive Policies for Offline Learning, NEURIPS
Know more
Frédéric Dehais at the bedside of pilots in stress
Neuroergonomist, Isae-Supaero teacher-researcher Frédéric Dehais has developed a flying laboratory to study the brain activity of pilots under stress in real time. A promising technique of coupling between man and machine for the improvement of aviation safety.
Keep your cool under all circumstances!
What if artificial intelligence made a significant contribution to combating stress? This is the bet of the team led by teacher-researcher Frédéric Dehais from the neuro-ergonomics laboratory based at Isae-Supaéro. Objective: to help pilots stay calm, even when the going gets tough.
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