Author

Faiz Hamid

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Preprint Aug 2026

LP-NAS: Linear Programming-based Neural Architecture Search

This paper proposes Linear Programming-based NAS, a mathematical programming-based framework for differentiable NAS that is applicable to a wide range of continuous search spaces and introduces two computationally efficient variants of LP-NAS, namely S-LP-NAS and R-LP-NAS.

Abhishek Shukla, Ankur Sinha, Faiz Hamid · 0 citations

Preprint Aug 2026

Designing Compact Neural Architectures via Neuron Gating and Mixed Activation

This work develops a general bilevel optimization framework for NAS across diverse architectures, including MLPs, CNNs, RNNs, and Transformers, to identify compact architectures with strong predictive performance.

Abhishek Shukla, Ankur Sinha, Faiz Hamid · 1 citation