Marie-Constance Corsi
- Equipe Neuroingénierie des systèmes pour modéliser et interfacer les réseaux cérébraux = Systems neuroengineering to model and interface brain networks [ICM Paris] (NERV)
Présentation
I am an Inria research scientist at Paris Brain Institute in the NERV Lab.
My research currently focuses on the development of tools to address the “Brain-Computer Interface (BCI) inefficiency” issue, reflected by a non-negligible portion of users who cannot control the device even after several training sessions. I essentially consider two main approaches: the search for neurophysiological markers of BCI training and the integration of multimodal data to enrich the information provided to the classifier.
I previously served as secretary general of the French academic association promoting the advances in BCI, called CORTICO, and as co-chair of the Postdocs and Students Committee of the BCI Society.
More information can be retrieved in my professional website (updated CV, news...).
Don’t hesitate to contact me if you want any additional information or if you are interested by a research collaboration!
Domaines de recherche
Publications
Publications
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Interpretability of Riemannian tools used in brain computer interfacesMLSP 2025 - 35th IEEE International Workshop on Machine Learning for Signal Processing, Aug 2025, Istanbul, Turkey
Communication dans un congrès
hal-05245110
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Characterization and Usability of Common Spatial Pattern Features in Motor Imagery NeurofeedbackSPNC 2025 - Journées "Brain Insights into Memory and Consciousness" de la Société de Psychophysiologie et de Neurosciences Cognitives, Société de Psychophysiologie et de Neurosciences Cognitives, Nov 2025, Paris, France
Communication dans un congrès
hal-05366284
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Challenges in Common Spatial Pattern Reliability for NeurofeedbackBCI 2025 - 11th International BCI Meeting, Jun 2025, Banff, Canada. pp.1-1
Communication dans un congrès
hal-05085596
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Riemannian fusions of EEG-based features for motor imagery detection under propofol sedationMLSP 2025 - IEEE International Workshop on Machine Learning for Signal Processing, Aug 2025, Istanbul, Turkey
Communication dans un congrès
hal-05247041
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Exploring the Variability of Common Spatial Patterns in Motor Imagery NeurofeedbackJournées CORTICO 2025, May 2025, Lyon, France
Communication dans un congrès
hal-05078067
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Automatic Ocular Artifact Correction in Electroencephalography for NeurofeedbackBIOSIGNALS 2025 - 18th International Conference on Bio-inspired Systems and Signal Processing, Feb 2025, Porto, Portugal. pp.773-783, ⟨10.5220/0013260900003911⟩
Communication dans un congrès
hal-04975734
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Using models for classification: real-life applicationsBIOMAG 2024 - 23rd International Conference on Biomagnetism, Aug 2024, Sydney, Australia
Communication dans un congrès
hal-04701100
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Neuronal avalanches for eeg-based motor imagery BCI9th Graz Brain-Computer Interface Conference 2024, Sep 2024, Graz, Austria. pp.98, ⟨10.3217/978-3-99161-014-4-018⟩
Communication dans un congrès
hal-04698548
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Introducing the modularity graph: an application to brain functional networksEUSIPCO 2024 - 32nd European conference on signal processing, Aug 2024, Lyon, France
Communication dans un congrès
hal-04895016
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What are BCIs, and how do they work? How to ease the reproducibility in BCI?5th International Neuroergonomics Conference, Jul 2024, Bordeaux, France
Communication dans un congrès
hal-04701062
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Deep Riemannian Neural Architectures for Domain Adaptation in Burst cVEP-based Brain Computer InterfaceESANN 2024 - 32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Oct 2024, Bruges, Belgium. pp.571-576, ⟨10.14428/esann/2024.ES2024-112⟩
Communication dans un congrès
hal-04720928
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A theory-driven approach to data analysis: practical applications33rd Annual Computational Neuroscience Meeting, Organization for Computational Neuroscience, Jul 2024, Natal, Brazil
Communication dans un congrès
hal-04701039
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Ensemble of Riemannian Classifiers for Multimodal Data: FUCONE Approach for M/EEG DataISBI 2023 - IEEE International Symposium on Biomedical Imaging, Apr 2023, Cartagena de Indias, Colombia
Communication dans un congrès
hal-04140126
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Using critical dynamics to capture processes underlying Brain-Computer Interface performanceNeuroFrance 2023, Société des Neurosciences, May 2023, Lyon, France
Communication dans un congrès
hal-04140131
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Empirical evaluation on multiple BCI datasets of the functional connectivity ensemble (FUCONE) methodBCI 2023 - 10th International Brain-Computer Interface Meeting, BCI Society, Jun 2023, Bruxelles, Belgium. ⟨10.3217/978-3-85125-962-9-24⟩
Communication dans un congrès
hal-04677809
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Exploiting brain critical dynamics to inform Brain-Computer Interfaces performanceBrain Criticality Hybrid Meeting 2022, Nov 2022, Bethesda, United States
Communication dans un congrès
hal-03871532
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Exploiting brain critical dynamics to inform Brain-Computer InterfacesBIOMAG 2022 - 22nd International Conference on Biomagnetism, Aug 2022, Birmingham, United Kingdom
Communication dans un congrès
hal-03695441
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An OpenViBE Python-based framework for the efficient handling of MI BCI protocolsJournées CORTICO 2022, Mar 2022, Autrans en Vercors, France
Communication dans un congrès
hal-03740275
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Neuronal avalanches differentiate resting-state and task conditions in Brain-Computer InterfacesOHBM 2022 - Organization of Human Brain Mapping, Jun 2022, Glasgow, United Kingdom
Communication dans un congrès
hal-03695403
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Exploring strategies for multimodal BCIs in an enriched environmentMetroXRAINE 2022 - IEEE International Conference on Metrology for Extended Reality, Artificial Intelligence and Neural Engineering, Oct 2022, Rome, France. pp.685-690, ⟨10.1109/MetroXRAINE54828.2022.9967624⟩
Communication dans un congrès
hal-03890463
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Exploiting brain critical dynamics to inform Brain-Computer Interfaces performanceCNS 2022 - 31st Annual Computational Neuroscience Meeting, Jul 2022, Melbourne, Australia
Communication dans un congrès
hal-03695434
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Brain-Computer Interface using OpenViBE, an open-source software platform for Brain-Computer Interfaces [hands-on tutorial]CuttingEEG - 5th Symposium on cutting-edge methods for EEG research, Oct 2021, Aix-en-Provence, France
Communication dans un congrès
hal-03374960
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Towards multimodal BCIs: the impact of peripheral control on motor cortex activity and sense of agencyEBMC 2021 - 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Nov 2021, Mexico, Mexico. pp.5876-5879, ⟨10.1109/EMBC46164.2021.9630021⟩
Communication dans un congrès
hal-03479504
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Ensemble learning based on functional connectivity and Riemannian geometry for robust workload estimationNeuroergonomics conference 2021, Sep 2021, Virtual event, Germany
Communication dans un congrès
hal-03359257
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Riemannian Geometry on Connectivity for Clinical BCIICASSP 2021, Jun 2021, Toronto / Virtual, Canada. ⟨10.1109/ICASSP39728.2021.9414790⟩
Communication dans un congrès
hal-03202349
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Core-periphery markers of longitudinal BCI from multiplex brain networksNetworks 2021: A Joint Sunbelt and NetSci Conference, Jul 2021, Virtual, France
Communication dans un congrès
hal-03226414
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Functional Connectivity for BCI: OpenViBE implementationJJC-ICON’2021 - Journée Jeunes Chercheurs en Interfaces Cerveau-Ordinateur et Neurofeedback, CORTICO : COllectif pour la Recherche Transdisciplinaire sur les Interfaces Cerveau-Ordinateur, May 2021, Virtual, France
Communication dans un congrès
hal-03313685
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Functional connectivity predicts MI-based BCI learning (oral presentation)BCI 2021 - 8th International Meeting of the Brain-Computer Interface Society, Jun 2021, Virtual, France
Communication dans un congrès
hal-03226408
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Spatial network metrics for characterizing brain-computer interface mental statesNetSci 2021 - International School and Conference on Network Science, Jul 2021, Virtual, United States
Communication dans un congrès
hal-03479692
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On the classification of mental states by means of network-based featuresNetSci 2020 - International School and Conference on Network Science, Sep 2020, Rome / Virtual, Italy
Communication dans un congrès
hal-03015986
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Extending Riemannian Brain-Computer Interface to Functional Connectivity EstimatorsIROS Workshop on Bringing geometric methods to robot learning, optimization and control, Oct 2020, Las Vegas, NV / Virtual, United States
Communication dans un congrès
hal-03015390
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Towards the use of spatial network metrics for characterizing brain mental statesCCS 2020 - Conference on Complex Systems, Dec 2020, Virtual, France
Communication dans un congrès
hal-03479723
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Looking for cortical patterns of successful motor imagery-based BCI learning8th Graz Brain-Computer Interface Conference 2019, Sep 2019, Graz, Austria
Communication dans un congrès
hal-02123582
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Looking for neurophysiological correlates of brain-computer interface learningOHBM 2019 - Annual Meeting on Organization for Human Brain Mapping, Jun 2019, Rome, Italy
Communication dans un congrès
hal-02157179
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Combination of connectivity and spectral features for motor-imagery BCIGRAZ BCI conference 2019, Sep 2019, Graz, Austria
Communication dans un congrès
hal-03136765
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M/EEG integration to enhance motor-imagery-based brain-computer interface performancesSeventh International BCI Society Meeting, May 2018, Asilomar, United States
Communication dans un congrès
hal-01966314
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Characterization of Mental States through Node Connectivity between Brain Signals2018 26th European Signal Processing Conference (EUSIPCO), Sep 2018, Rome, Italy. pp.1377-1381, ⟨10.23919/EUSIPCO.2018.8553000⟩
Communication dans un congrès
hal-03136756
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Integrating EEG and MEG information to enhance motor-imagery classification in brain-computer interfaceBIOMAG 2018 - 21st International Conference on Biomagnetism, Aug 2018, Philadelphia, United States
Communication dans un congrès
hal-01966311
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DETECTING MCG SIGNALS FROM A PHANTOM WITH A 4HE MAGNETOMETERBiomag 2014, Aug 2014, Halifax, Canada
Communication dans un congrès
hal-01079979
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Signal processing for brain signalsNeural Interfaces, Elsevier, pp.63-76, 2025, 978-0-443-24824-5. ⟨10.1016/B978-0-443-24824-5.00016-8⟩
Chapitre d'ouvrage
hal-05273016
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Electroencephalography and MagnetoencephalographyOlivier Colliot (ed.). Machine learning for brain disorders, Springer, In press
Chapitre d'ouvrage
hal-03604421
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A Protocol for Measuring Learner Attention and EngagementCORTICO 2025 - COllectif pour la Recherche Transdisciplinaire sur les Interfaces Cerveau-Ordinateur, May 2025, Lyon, France
Poster de conférence
hal-05125580
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Neuronal avalanches for EEG-based motor imagery BCI: robustness of classification performance & validity of feature selectionJournées CORTICO 2024, May 2024, Nancy, France
Poster de conférence
hal-04621936
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Biophysical modeling to inform performance in motor imagery-based Brain-Computer InterfacesCNS 2024 - 33rd Annual Computational Neuroscience Meeting, Jul 2024, Natal, Brazil
Poster de conférence
hal-04701021
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Biophysical modeling to inform performance in motor imagery-based Brain Computer InterfacesBIOMAG 2024 - 23rd International Conference on Biomagnetism, Aug 2024, Sydney, Australia
Poster de conférence
hal-04701082
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The potential of neural avalanches to design innovative sensorimotor-based brain-computer interfaceNCM 2024 - Neural Control of Movement, 33° Annual meeting, Apr 2024, Dubrovnik, Croatia
Poster de conférence
hal-04621883
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Neuronal avalanches as potential features for Brain-Computer InterfacesOrganization of Human Brain Mapping. OHBM 2024 - Organization for Human Brain Mapping, Jun 2024, Seoul, South Korea. Abstract Book 6: OHBM 2024 Annual Meeting https://doi.org/10.52294/001c.120596, 4 (1), 2024
Poster de conférence
hal-04701010
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What is the best model for decoding neurophysiological signals? Depends on how you evaluateCNS 2024 - 33rd Annual Computational Neuroscience Meeting, Jul 2024, Natal, Brazil
Poster de conférence
hal-04743845
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Investigating evolution of features in Brain Computer Interface experimentation for robustnessSFN 2024 - Annual meeting of the Society for Neuroscience, Oct 2024, Chicago (IL), United States
Poster de conférence
hal-04890567
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Informing motor imagery-based brain-computer interface via neuronal avalanchesIEEE International Symposium on Biomedical Imaging (ISBI) 2023, Apr 2023, Cartagena, Colombia.
Poster de conférence
hal-04140120
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Augmented SPDNet: Second-Order Neural Network for Motor Imagery-Based BCISoph.IA summit 2023, Nov 2023, Sophia Antipolis, France
Poster de conférence
hal-04308549
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Dimensionality Reduction and Frequency Bin Optimization To Improve a Riemannian-based Classification PipelineCORTICO 2023 - Journées COllectif pour la Recherche Transdisciplinaire sur les Interfaces Cerveau-Ordinateur, May 2023, Paris, France.
Poster de conférence
hal-04140107
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Ensemble of Riemannian classifiers for multimodal data: FUCONE approach for M/EEG dataBCI meeting 2023, Jun 2023, Bruxelles, Belgium.
Poster de conférence
hal-04140113
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Neuronal avalanches as alternative features for motor imagery-based brain-computer interfaceJournées CORTICO 2023, May 2023, Paris, France
Poster de conférence
hal-04140098
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Holographic EEG: multi-view deep learning for BCIJournée CORTICO 2023 - COllectif pour la Recherche Transdisciplinaire sur les Interfaces Cerveau-Ordinateur, May 2023, Paris, France.
Poster de conférence
hal-04095900
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CONCERTO: Coherence & Functional Connectivity Graph NetworkJournée CORTICO 2023, May 2023, Paris, France. 2023
Poster de conférence
hal-04121445
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M/EEG networks integration to elicit patterns of motor imagery-based BCI trainingFENS Forum 2022, Jul 2022, Paris, France
Poster de conférence
hal-03695420
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HappyFeat, an interactive and efficient BCI Framework for clinical applicationsMetroXRAINE 2022 - IEEE International conference on metrology for extended reality, artificial intelligence and neural engineering, Oct 2022, Rome, Italy
Poster de conférence
hal-03842568
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M/EEG networks integration to elicit patters of motor imagery-based Brain-Computer Interface (BCI) trainingBIOMAG 2022 - 22nd International Conference on Biomagnetism, Aug 2022, Birmingham, United Kingdom
Poster de conférence
hal-03773296
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Functional connectivity predicts MI-based BCI learningBIOMAG 2022 - 22nd International Conference on Biomagnetism, Aug 2022, Birmingham, United Kingdom
Poster de conférence
hal-03773303
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Comparison of strategies to elicit motor imagery-related brain patterns in multimodal BCI settingsSFN 2022 - Society for Neuroscience Annual Meeting 2022, Nov 2022, San Diego, United States
Poster de conférence
hal-03867137
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Neuronal avalanches as a predictive biomarker of BCI performance: towards a tool to guide tailored training program2025
Pré-publication, Document de travail
hal-05093458
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Clinical BCI Challenge-WCCI2020: RIGOLETTO -- RIemannian GeOmetry LEarning, applicaTion To cOnnectivity[Technical Report] ARAMIS, LAMSADE, LISV. 2021
Rapport
(rapport technique)
hal-03139990
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Magnétomètres à pompage optique à Hélium 4 : développement et preuve de concept en magnétocardiographie et en magnétoencéphalographieAutre. Université Grenoble Alpes, 2015. Français. ⟨NNT : 2015GREAT082⟩
Thèse
tel-01233850
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