Author

Yasser Shoukry

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#natural language process... Preprint Feb 2026

PACIFIC: Can LLMs Discern the Psychometric Traits Influencing Your Preferences? Personality-Driven Preference Alignment in LLMs

PACIFIC (Preference Alignment for Choices Inference via Five-factor Identity Characterization), a personality-driven preference alignment framework that uses Big-Five (OCEAN) traits as a principled "latent"signal for organizing and reasoning over user preference history, is introduced.

Tianyu Zhao, Siqi Li, Yasser Shoukry et al. · 0 citations

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. · 0 citations