2 papers
cs.LG2026
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…
cs.LG2026
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…