Preprint
Aug 2026
Bern2Edge: A Neurosymbolic Compiler for Edge Deployment via Bernstein Polynomial Networks
Bern2Edge, an end-to-end framework that uses knowledge distillation to convert a pretrained teacher feed-forward network into hardware-efficient representations via Bernstein polynomial activations, is proposed, enabling interpretable inference with explicit input-space constraints.
Malak Gamal El-Din, Yifan Zhang, Yasser Shoukry et al.
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