SPD Learn: A Geometric Deep Learning Python Library for Neural Decoding Through Trivialization.

Reinmar J. Kobler Reinmar Josef Kobler https://orcid.org/0000-0003-4007-279X https://www.wikidata.org/entity/Q97562211

Bruno Aristimunha Ce Ju Antoine Collas Florent Bouchard Ammar Mian Bertrand Thirion Sylvain Chevallier Reinmar J. Kobler SPD Learn: A Geometric Deep Learning Python Library for Neural Decoding Through Trivialization. 2026 February abs/2602.22895 CoRR https://doi.org/10.48550/arXiv.2602.22895 db/journals/corr/corr2602.html#abs-2602-22895 streams/journals/corr

Shanglin Li Motoaki Kawanabe Reinmar J. Kobler SPDIM: Source-Free Unsupervised Conditional and Label Shift Adaptation in EEG. 2025 ICLR https://openreview.net/forum?id=CoQw1dXtGb conf/iclr/2025 db/conf/iclr/iclr2025.html#LiKK25a

Ce Ju Reinmar J. Kobler Antoine Collas Motoaki Kawanabe Cuntai Guan Bertrand Thirion SPD Learning for Covariance-Based Neuroimaging Analysis: Perspectives, Methods, and Challenges. 2025 April abs/2504.18882 CoRR https://doi.org/10.48550/arXiv.2504.18882 db/journals/corr/corr2504.html#abs-2504-18882 streams/journals/corr

Shanglin Li Motoaki Kawanabe Reinmar J. Kobler Geometric Deep Learning to Enhance Imbalanced Domain Adaptation in EEG. 2024 ESANN https://doi.org/10.14428/esann/2024.ES2024-91 conf/esann/2024 db/conf/esann/esann2024.html#LiKK24 Ce Ju Reinmar J. Kobler Liyao Tang Cuntai Guan Motoaki Kawanabe Deep Geodesic Canonical Correlation Analysis for Covariance-Based Neuroimaging Data. 2024 ICLR https://openreview.net/forum?id=PnR1MNen7u conf/iclr/2024 db/conf/iclr/iclr2024.html#JuKTGK24

Shanglin Li Motoaki Kawanabe Reinmar J. Kobler SPDIM: Source-Free Unsupervised Conditional and Label Shift Adaptation in EEG. 2024 abs/2411.07249 CoRR https://doi.org/10.48550/arXiv.2411.07249 db/journals/corr/corr2411.html#abs-2411-07249 streams/journals/corr

Ce Ju Reinmar Josef Kobler Cuntai Guan Score-Based Data Generation for EEG Spatial Covariance Matrices: Towards Boosting BCI Performance. 1-7 2023 EMBC https://doi.org/10.1109/EMBC40787.2023.10340899 conf/embc/2023 db/conf/embc/embc2023.html#JuKG23 Reinmar J. Kobler Jun-ichiro Hirayama Motoaki Kawanabe Controlling The Fréchet Variance Improves Batch Normalization on the Symmetric Positive Definite Manifold. 3863-3867 2022 ICASSP https://doi.org/10.1109/ICASSP43922.2022.9746629 conf/icassp/2022 db/conf/icassp/icassp2022.html#KoblerHK22 Reinmar J. Kobler Jun-ichiro Hirayama Qibin Zhao Motoaki Kawanabe SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEG. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/28ef7ee7cd3e03093acc39e1272411b7-Abstract-Conference.html db/conf/nips/neurips2022.html#KoblerHZK22

Reinmar J. Kobler Jun-ichiro Hirayama Qibin Zhao Motoaki Kawanabe SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEG. 2022 abs/2206.01323 CoRR https://doi.org/10.48550/arXiv.2206.01323 db/journals/corr/corr2206.html#abs-2206-01323

Reinmar J. Kobler Junichiro Hirayama Lea Hehenberger Catarina Lopes Dias Gernot R. Müller-Putz Motoaki Kawanabe On the interpretation of linear Riemannian tangent space model parameters in M/EEG. 5909-5913 2021 EMBC https://doi.org/10.1109/EMBC46164.2021.9630144 conf/embc/2021 db/conf/embc/embc2021.html#KoblerHHDMK21 Gernot R. Müller-Putz Valeria Mondini Víctor Martínez-Cagigal Reinmar J. Kobler Joana Pereira Catarina Lopes Dias Lea Hehenberger Andreea Ioana Sburlea Decoding of continuous movement attempt in 2-dimensions from non-invasive low frequency brain signals. 322-325 2021 NER https://doi.org/10.1109/NER49283.2021.9441346 conf/ner/2021 db/conf/ner/ner2021.html#Muller-PutzMMKP21

Reinmar J. Kobler Andreea Ioana Sburlea Catarina Lopes Dias Andreas Schwarz Masayuki Hirata Gernot R. Müller-Putz Corneo-retinal-dipole and eyelid-related eye artifacts can be corrected offline and online in electroencephalographic and magnetoencephalographic signals. 117000 2020 218 NeuroImage https://doi.org/10.1016/j.neuroimage.2020.117000 https://www.wikidata.org/entity/Q96125294 db/journals/neuroimage/neuroimage218.html#KoblerSDSHM20

Reinmar J. Kobler Elizaveta Kolesnichenko Andreea Ioana Sburlea Gernot R. Müller-Putz Distinct cortical networks for hand movement initiation and directional processing: An EEG study. 117076 2020 220 NeuroImage https://doi.org/10.1016/j.neuroimage.2020.117076 https://www.wikidata.org/entity/Q96680713 db/journals/neuroimage/neuroimage220.html#KoblerKSM20

Andreas Schwarz Joana Pereira Reinmar J. Kobler Gernot R. Müller-Putz Unimanual and Bimanual Reach-and-Grasp Actions Can Be Decoded From Human EEG. 1684-1695 2020 67 IEEE Trans. Biomed. Eng. 6 https://doi.org/10.1109/TBME.2019.2942974 https://www.wikidata.org/entity/Q90218180 db/journals/tbe/tbe67.html#SchwarzPKM20

Víctor Martínez-Cagigal Reinmar J. Kobler Valeria Mondini Roberto Hornero Gernot R. Müller-Putz Non-linear online low-frequency EEG decoding of arm movements during a pursuit tracking task. 2981-2985 2020 EMBC https://doi.org/10.1109/EMBC44109.2020.9175723 https://www.wikidata.org/entity/Q100448076 conf/embc/2020 db/conf/embc/embc2020.html#Martinez-Cagigal20 Reinmar J. Kobler Andreea Ioana Sburlea Valeria Mondini Gernot R. Müller-Putz HEAR to remove pops and drifts: the high-variance electrode artifact removal (HEAR) algorithm. 5150-5155 2019 EMBC https://doi.org/10.1109/EMBC.2019.8857742 https://www.wikidata.org/entity/Q92699438 conf/embc/2019 db/conf/embc/embc2019.html#KoblerSMM19 Reinmar J. Kobler Masayuki Hirata Hiroaki Hashimoto Ryosuke Dowaki Andreea Ioana Sburlea Gernot R. Müller-Putz Simultaneous decoding of velocity and speed during executed and observed tracking movements: an MEG study. 2019 GBCIC https://doi.org/10.3217/978-3-85125-682-6-19 conf/gbcic/2019 db/conf/gbcic/gbcic2019.html#KoblerHHDSM19 Gernot R. Müller-Putz Joana Pereira Patrick Ofner Andreas Schwarz Catarina Lopes Dias Reinmar J. Kobler Lea Hehenberger Andreas Pinegger Andreea Ioana Sburlea Towards non-invasive brain-computer interface for hand/arm control in users with spinal cord injury. 1-4 2018 BCI https://doi.org/10.1109/IWW-BCI.2018.8311498 conf/bci3/2018 db/conf/bci3/bci2018.html#Muller-PutzPOSD18 Gernot R. Müller-Putz Patrick Ofner Andreas Schwarz Joana Pereira Andreas Pinegger Catarina Lopes Dias Lea Hehenberger Reinmar J. Kobler Andreea Ioana Sburlea Towards non-invasive EEG-based arm/hand-control in users with spinal cord injury. 63-65 2017 BCI https://doi.org/10.1109/IWW-BCI.2017.7858160 https://www.wikidata.org/entity/Q57767886 conf/bci3/2017 db/conf/bci3/bci2017.html#Muller-PutzOSPP17 Reinmar J. Kobler Andreea Ioana Sburlea Gernot R. Müller-Putz A Comparison of ocular Artifact removal Methods for Block Design based Electroencephalography Experiments. 2017 GBCIC https://doi.org/10.3217/978-3-85125-533-1-44 conf/gbcic/2017 db/conf/gbcic/gbcic2017.html#KoblerSM17 Reinmar J. Kobler Reinhold Scherer Restricted Boltzmann Machines in Sensory Motor Rhythm Brain-Computer Interfacing: A study on inter-subject transfer and co-adaptation. 469-474 2016 SMC https://doi.org/10.1109/SMC.2016.7844284 conf/smc/2016 db/conf/smc/smc2016.html#KoblerS16 Bruno Aristimunha Florent Bouchard Sylvain Chevallier Antoine Collas Catarina Lopes Dias Ryosuke Dowaki Cuntai Guan Hiroaki Hashimoto Lea Hehenberger Masayuki Hirata Junichiro HirayamaJun-ichiro Hirayama Roberto Hornero Ce Ju Motoaki Kawanabe Elizaveta Kolesnichenko Shanglin Li Víctor Martínez-Cagigal Ammar Mian Valeria Mondini Gernot R. Müller-Putz Patrick Ofner Joana Pereira Andreas Pinegger Andreea Ioana Sburlea Reinhold Scherer Andreas Schwarz Liyao Tang Bertrand Thirion Qibin Zhao