3 papers
cs.CR2026
Securing Deep Learning Hardware: A Survey of Side-Channel Vulnerabilities and Countermeasures
Zahra Mohammadi, Mona Hashemi, Siamak Mohammadi
As deep learning models are increasingly deployed in critical sectors such as healthcare, finance, and security, ensuring their protection against emerging threats has become cruci…
eess.SP2026
Energy-Efficient Real-Time 4-Stage Sleep Classification at 10-Second Resolution
Zahra Mohammadi, Parnian Fazel, Siamak Mohammadi
Sleep stage classification is critical for diagnosing and managing disorders like sleep apnea and insomnia. However, conventional methods like polysomnography are costly and imprac…
eess.SP2025
SleepLiteCNN: Energy-Efficient Sleep Apnea Subtype Classification with 1-Second Resolution Using Single-Lead ECG
Zahra Mohammadi, Siamak Mohammadi
Apnea is a common sleep disorder characterized by breathing interruptions lasting at least ten seconds and occurring more than five times per hour. Accurate, high-temporal-resoluti…