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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Ahmed Zerouali

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Preprint Aug 2026

UNVaMP: Neural Knowledge Tracing with Variational Regularization of Latent Knowledge Dynamics

We introduce the Unified Neural Variational Measurement of Proficiency (UNVaMP) architecture, a knowledge tracing method that integrates observed student-item interactions with internal memory to produce evolving latent representations of student knowledge. These representations support accurate predictions of future r...

Carson Cook, Ahmed Zerouali, Anthony Schmidt et al. · 0 citations

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