Author

Saif U Din

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Preprint Jul 2026

Device-First Feedback: Toward Mobile-Native LLM-Driven Neural Architecture Search

The two studies show that closed-loop GPU fine-tuning does not guarantee monotonic mobile gains, especially on harder classification tasks, and that multi-dataset, on-device measurement is needed to stress-test deployment objectives.

Saif U Din, Muhammad Hussain, R. Timofte et al. · 0 citations

Preprint Jul 2026

LEMUR 2: Unlocking Neural Network Diversity for AI

This dataset defines a new basis for reproducible and data-driven AI design, advancing the emerging paradigm of LLM-driven AutoML and architectural generalization across modalities and hardware.

Tolgay Atinc Uzun, Waleed Khalid, Saif U Din et al. · 19 citations