3 papers
cs.LG2025
Enhancing ECG Classification Robustness with Lightweight Unsupervised Anomaly Detection Filters
Mustafa Fuad Rifet Ibrahim, Maurice Meijer, Alexander Schlaefer +1
Continuous electrocardiogram (ECG) monitoring via wearable devices is vital for early cardiovascular disease detection. However, deploying deep learning models on resource-constrai…
cs.LG2025
On-Device Inference versus Wireless Streaming: Energy-Efficient Multi-Modal Deep Learning for Wearable Cardiovascular Patches
Mustafa Fuad Rifet Ibrahim, Tunc Alkanat, Felix Manthey +3
Wearable cardiovascular sensor patches promise continuous, unobtrusive monitoring, but their tight energy, memory, and compute budgets make it unclear whether physiological signals…
eess.SY2025
BitWave: Exploiting Column-Based Bit-Level Sparsity for Deep Learning Acceleration
Man Shi, Vikram Jain, Antony Joseph +2
Bit-serial computation facilitates bit-wise sequential data processing, offering numerous benefits, such as a reduced area footprint and dynamically-adaptive computational precisio…