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Konstantinos Barmpas
Konstantinos Barmpas
Postdoctoral Research Associate, Imperial College London | Cogitat
Verified email at imperial.ac.uk - Homepage
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Cited by
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Year
2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets
X Wei, AA Faisal, M Grosse-Wentrup, A Gramfort, S Chevallier, V Jayaram, ...
Proceedings of Machine Learning Research (PMLR) - NeurIPS 2021 Competitions …, 2022
502022
Improving generalization of CNN-based motor-imagery EEG decoders via dynamic convolutions
K Barmpas, Y Panagakis, S Bakas, DA Adamos, N Laskaris, S Zafeiriou
IEEE Transactions on Neural Systems and Rehabilitation Engineering 31, 1997-2005, 2023
282023
BrainWave-Scattering Net: a lightweight network for EEG-based motor imagery recognition
K Barmpas, Y Panagakis, DA Adamos, N Laskaris, S Zafeiriou
Journal of Neural Engineering 20 (5), 056014, 2023
172023
Surfing on the neural sheaf
J Suk, L Giusti, T Hemo, M Lopez, K Barmpas, C Bodnar
NeurIPS 2022 Workshop on Symmetry and Geometry in Neural Representations, 2022
162022
A causal perspective on brainwave modeling for brain–computer interfaces
K Barmpas, Y Panagakis, G Zoumpourlis, DA Adamos, N Laskaris, ...
Journal of Neural Engineering 21 (3), 036001, 2024
142024
Team Cogitat at NeurIPS 2021: Benchmarks for EEG Transfer Learning Competition
S Bakas, S Ludwig, K Barmpas, M Bahri, Y Panagakis, N Laskaris, ...
NeurIPS 2021 BEETL Competition: Benchmarks for EEG Transfer Learning, 2022
142022
A causal viewpoint on motor-imagery brainwave decoding
K Barmpas, Y Panagakis, D Adamos, N Laskaris, S Zafeiriou
ICLR2022 Workshop on the Elements of Reasoning: Objects, Structure and Causality, 2022
72022
Assessing the Capabilities of Large Brainwave Foundation Models
N Lee, S Bakas, K Barmpas, Y Panagakis, D Adamos, N Laskaris, ...
2025 IEEE 35th International Workshop on Machine Learning for Signal …, 2025
52025
Assessing the Capabilities of Large Brainwave Foundation Models
N Lee, S Bakas, K Barmpas, Y Panagakis, D Adamos, N Laskaris, ...
ICLR 2025 Workshop on Spurious Correlation and Shortcut Learning …, 2025
52025
A Causal Perspective in Brainwave Foundation Models
K Barmpas, Y Panagakis, D Adamos, N Laskaris, S Zafeiriou
NeurIPS 2024 Workshop on Causality and Large Models, 2024
52024
Are Large Brainwave Foundation Models Capable Yet? Insights from Fine-Tuning
N Lee, K Barmpas, Y Panagakis, D Adamos, N Laskaris, S Zafeiriou
International Conference on Machine Learning (ICML) 2025, 2025
32025
Advancing Brainwave Modeling with a Codebook-Based Foundation Model
K Barmpas, N Lee, Y Panagakis, DA Adamos, N Laskaris, S Zafeiriou
NeurIPS 2025 Workshop on Foundation Models for the Brain and Body, 2025
22025
EEG-D3: A Solution to the Hidden Overfitting Problem of Deep Learning Models
S Ludwig, S Bakas, K Barmpas, G Zoumpourlis, DA Adamos, N Laskaris, ...
arXiv preprint arXiv:2512.13806, 2025
2025
A Comprehensive Review of Biosignal Foundation Models
N Lee, K Barmpas, A Koliousis, Y Panagakis, D Adamos, N Laskaris, ...
Authorea Preprints, 2025
2025
NeuroRVQ: Multi-Scale EEG Tokenization for Generative Large Brainwave Models
K Barmpas, N Lee, A Koliousis, Y Panagakis, DA Adamos, N Laskaris, ...
arXiv preprint arXiv:2510.13068, 2025
2025
Classification of brain activity signals
K Barmpas, Y Panagakis, D Adamos, N Laskaris, S Zafeiriou
US Patent App. 18/835,771, 2025
2025
CogiGame: A Novel EEG-VR Platform for Upper-Limb Stroke Rehabilitation
G Zoumpourlis, K Barmpas, S Ludwig, S Bakas, C Lam Ip, R Simister, ...
11th European Stroke Organisation Conference, 2025
2025
Subject-Aware Contrastive Learning for EEG Foundation Models
A Karantonis, K Barmpas, D Adamos, N Laskaris, S Zafeiriou, ...
NeurIPS 2025 Workshop on Learning from Time Series for Health, 2025
2025
Position: Addressing Ethical Challenges and Safety Risks in GenAI-Powered Brain-Computer Interfaces
K Barmpas, G Zoumpourlis, Y Panagakis, DA Adamos, N Laskaris, ...
NeurIPS 2024 Workshop on GenAI for Health: Potential, Trust and Policy …, 2024
2024
Classification of brain activity signals
K Barmpas, Y Panagakis, D Adamos, N Laskaris, S Zafeiriou
EP Patent 4,452,055, 2024
2024
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Articles 1–20