Comparison of Anomaly Detection between Statistical Method and Undercomplete Autoencoder. - Muhammad Ayaz Hussain; Muhammad Saif-ur-Rehman; Christian Klaes 001; Ioannis Iossifidis (ICBDC, 2020)

Improving the performance of EEG decoding using anchored-STFT in conjunction with gradient norm adversarial augmentation. - Omair Ali; Muhammad Saif-ur-Rehman; Susanne Dyck; Tobias Glasmachers; Ioannis Iossifidis; Christian Klaes 001 (CoRR, 2020)

Deep Transfer-Learning for patient specific model re-calibration: Application to sEMG-Classification. - Stephan Johann Lehmler; Muhammad Saif-ur-Rehman; Tobias Glasmachers; Ioannis Iossifidis (CoRR, 2021)

Implications of machine learning algorithms in brain-computer interface (BCI) applications. - Muhammad Saif-ur-Rehman (2021)

ConTraNet: A single end-to-end hybrid network for EEG-based and EMG-based human machine interfaces. - Omair Ali; Muhammad Saif-ur-Rehman; Tobias Glasmachers; Ioannis Iossifidis; Christian Klaes 001 (CoRR, 2022)

Invariance to Quantile Selection in Distributional Continuous Control. - Felix Grün; Muhammad Saif-ur-Rehman; Tobias Glasmachers; Ioannis Iossifidis (CoRR, 2022)

Adaptive SpikeDeep-Classifier: Self-organizing and self-supervised machine learning algorithm for online spike sorting. - Muhammad Saif-ur-Rehman; Omair Ali; Christian Klaes 001; Ioannis Iossifidis (CoRR, 2023)

Understanding Activation Patterns in Artificial Neural Networks by Exploring Stochastic Processes. - Stephan Johann Lehmler; Muhammad Saif-ur-Rehman; Tobias Glasmachers; Ioannis Iossifidis (CoRR, 2023)

Understanding activation patterns in artificial neural networks by exploring stochastic processes: Discriminating generalization from memorization. - Stephan Johann Lehmler; Muhammad Saif-ur-Rehman; Tobias Glasmachers; Ioannis Iossifidis (Neurocomputing, 2024)

ConTraNet: A hybrid network for improving the classification of EEG and EMG signals with limited training data. - Omair Ali; Muhammad Saif-ur-Rehman; Tobias Glasmachers; Ioannis Iossifidis; Christian Klaes 001 (Comput. Biol. Medicine, 2024)