14 citations · 14 across the 3 of their papers we have counts for
3 papers
Bern2Edge: A Neurosymbolic Compiler for Edge Deployment via Bernstein Polynomial Networks
Malak Gamal El-Din, Yifan Zhang, Yasser Shoukry +2
Deploying high-accuracy neural networks on resource-constrained edge devices remains challenging, as existing approaches treat training, compression, and hardware synthesis as sepa…
Exponential Approximation Rates and Parameter Efficiency of Learnable Bernstein Activations
Ibrahim Albool, Malak Gamal El-Din, Salma Elmalaki +1
The choice of activation function fundamentally shapes the representational capacity and parameter efficiency of deep neural networks, yet most widely used activations lack rigorou…
VindiCo: Privacy Safeguard Against Adaptation Based Spyware in Human-in-the-Loop IoT
Salma Elmalaki, Bo-Jhang Ho, Moustafa Alzantot +2
Personalized IoT adapts their behavior based on contextual information, such as user behavior and location. Unfortunately, the fact that personalized IoT adapts to user context ope…