Surfing on the Neural Sheaf
Published in NeurIPS 2022 - NeurReps Workshop (Symmetry and Geometry in Neural Representations), 2022
Julian Suk, Lorenzo Giusti, Tamir Hemo, Miguel Lopez, Konstantinos Barmpas, Cristian Bodnar - [Paper] [Poster]
Patents
Classification of Brain Activity Signals
Patent Status: Published - Publication Number: GB2605270
Konstantinos Barmpas, Yannis Panagakis, Dimitrios Adamos, Nikolaos Laskaris, Stefanos Zafeiriou - [IPO.GOV.UK][Google Patents]
Publications
[Update] 3 more papers (first author) - [Google Scholar profile]
A Causal Viewpoint on Motor-Imagery Brainwave Decoding
Published in ICLR 2022 - Workshop on the Elements of Reasoning: Objects, Structure, and Causality (OSC), 2022
Konstantinos Barmpas, Yannis Panagakis, Dimitrios Adamos, Nikolaos Laskaris and Stefanos Zafeiriou - [Paper] [Poster] [Talk at the BCI Society]
2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets
Published in Proceedings of Machine Learning Research (PMLR), 2022
Xiaoxi Wei, A. Aldo Faisal, Moritz Grosse-Wentrup, Alexandre Gramfort, Sylvain Chevallier, Vinay Jayaram, Camille Jeunet, Stylianos Bakas, Siegfried Ludwig, Konstantinos Barmpas, Mehdi Bahri, Yannis Panagakis, Nikolaos Laskaris, Dimitrios A. Adamos, Stefanos Zafeiriou, William C. Duong, Stephen M. Gordon, Vernon J. Lawhern, Maciej Śliwowski, Vincent Rouanne, Piotr Tempczyk - [Paper] [BEETL Competition]
Team Cogitat at NeurIPS 2021: Benchmarks for EEG Transfer Learning Competition
Published in NeurIPS 2021 - Winning team in Benchmarks in EEG Transfer Learning (BEETL) competition, 2021
Stylianos Bakas, Siegfried Ludwig, Konstantinos Barmpas, Mehdi Bahri, Yannis Panagakis, Nikolaos Laskaris, Dimitrios A. Adamos and Stefanos Zafeiriou - [Paper] [Poster] [BEETL Competition]
Certifying Properties of Deep Networks by Taking them into Shallow Waters
Published in ETH Zürich Research Collection, 2020
Konstantinos Barmpas, Yannic Kilcher, Kevin Roth, David Haber, Thomas Hofmann - [Paper] [Research Poster] [Presentation Video]