Ultrasound Operator Guidance Using World Modeling and Retrieval Based Action Planning
arXiv preprint, 2026
Publications
You can also find these articles on my Google Scholar profile.
2026
The Geometry of LISTA
IEEE Signal Processing Magazine, 2026
Automatic Sleep Staging and Atonia Detection in RBD Using Single-Channel Chin EMG
Journal of Parkinson’s Disease, 2026
Deep Generative Modeling in Sleep Diagnostics
PhD thesis, Eindhoven University of Technology, 2026
2025
A Deep Generative Model for Five-Class Sleep Staging with Arbitrary Sensor Input
IEEE Journal of Biomedical and Health Informatics, 2025
Neural Augmented Kalman Filters for Road Network Assisted GNSS Positioning
ICML Workshop on Machine Learning for Wireless Communication and Networks, 2025
SSC-SleepNet: A Siamese-Based Automatic Sleep Staging Model with Improved N1 Sleep Detection
IEEE Journal of Biomedical and Health Informatics, 2025
Removing Structured Noise Using Diffusion Models
Transactions on Machine Learning Research (TMLR), 2025
Deep Sylvester Posterior Inference for Adaptive Compressed Sensing in Ultrasound Imaging
ICASSP, 2025
Learning Structured Compressed Sensing with Automatic Resource Allocation
ICASSP, 2025
Hypnogram and Hypnodensity Analysis of REM Sleep Behaviour Disorder Using Both EEG and HRV-Based Sleep Staging Models
Journal of Sleep Research, 2025
2024
The Tree of Diffusion Life: Evolutionary Embeddings to Understand the Generation Process of Diffusion Models
arXiv preprint, 2024
Single-Channel EOG Sleep Staging on a Heterogeneous Cohort of Subjects with Sleep Disorders
Physiological Measurement, 2024
Model-Based Diffusion for Mitigating Automotive Radar Interference
ICASSP, 2024
2023
Studying Sleep: Towards the Identification of Hypnogram Features That Drive Expert Interpretation
Sleep, 2023
Modeling the Impact of Inter-Rater Disagreement on Sleep Statistics Using Deep Generative Learning
IEEE Journal of Biomedical and Health Informatics, 2023
Aleatoric Uncertainty Estimation of Overnight Sleep Statistics Through Posterior Sampling Using Conditional Normalizing Flows
ICASSP, 2023
2022
Certainty About Uncertainty in Sleep Staging: A Theoretical Framework
Sleep, 2022
Deep Unfolding with Normalizing Flow Priors for Inverse Problems
IEEE Transactions on Signal Processing, 2022
Representations of Temporal Sleep Dynamics: Review and Synthesis of the Literature
Sleep Medicine Reviews, 2022
Image Denoising with Deep Unfolding and Normalizing Flows
ICASSP, 2022
2021
Active Deep Probabilistic Subsampling
ICML, 2021
2019
Dose Distribution as Outcome Predictor for Gamma Knife Radiosurgery on Vestibular Schwannoma
Medical Imaging, 2019