Publications

Journal articles, conference papers and preprints. A continuously updated list is available on Google Scholar.

Preprints & Under Review

2026 Preprint

Real-Time EEG Cap Electrode Detection for Guided Point-of-Care Placement

W Lehn-Schiøler, MS Nilsson, NS Detlefsen

arXiv:2607.20142 · July 2026

2026 Preprint

Mechanistic Interpretability of EEG Foundation Models via Sparse Autoencoders

W Lehn-Schiøler, MR Kjær, R Thapa, MG Pedersen, AM Storgaard, N Williams, R Gatej, T Lehn-Schiøler, A Brink-Kjær, S Puthusserypady, S Beniczky, J Zou, LK Hansen

arXiv:2605.13930 · May 2026

2026 Preprint

Clinical Utility and Feasibility of Smartphone-based EEG in Kenya: A Multicenter Observational Study

W Lehn-Schiøler, N Enkhtsetseg, AM Storgaard, MG Pedersen, D Rice, G Wambugu, NJ Fidele, M Cacic Hribljan, AA Arbune, S Armand Larsen, S Beniczky

arXiv:2605.08157 · May 2026

2026 Preprint

Pretraining on Sleep Data Improves non-Sleep Biosignal Tasks

W Lehn-Schiøler, MR Kjær, P Hempel, MG Pedersen, R Thapa, B He, N Spicher, A Brink-Kjær, LK Hansen, E Mignot

arXiv:2605.02500 · May 2026

Peer-Reviewed

2026 Abstract

Feasibility of a Smartphone-based EEG Recording System for Neurological Evaluation in Kenya

N Enkhtsetseg, W Lehn-Schiøler, NJ Fidele, T Lehn-Schiøler, et al.

Neurology, vol. 106 (11_Supplement_1), 3407 · AAN Annual Meeting abstract (P2-10.001)

2024 24 citations

Low-cost portable EEG device for bridging the diagnostic gap in resource-limited areas

S Armand Larsen, L Klok, W Lehn-Schiøler, R Gatej, S Beniczky

Epileptic Disorders, vol. 26 (5), pp. 694–700

2024 4 citations

SPEED: Scalable Preprocessing of EEG Data for Self-Supervised Learning

A Gjølbye, L Skerath, W Lehn-Schiøler, N Langer, LK Hansen

IEEE MLSP 2024 · International Workshop on Machine Learning for Signal Processing

2023 14 citations

Concept-based explainability for an EEG transformer model

AG Madsen, W Lehn-Schiøler, Á Jónsdóttir, B Arnardóttir, LK Hansen

IEEE MLSP 2023 · International Workshop on Machine Learning for Signal Processing

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