3 papers
cs.LG2026
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…
cs.LG2026
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…
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…