2 papers
cs.LG2026
LP-NAS: Linear Programming-based Neural Architecture Search
Abhishek Shukla, Ankur Sinha, Faiz Hamid
Neural Architecture Search (NAS) aims to automate neural network architecture design, reducing reliance on human expertise. Among the various NAS methods, differentiable NAS has ga…
cs.LG2026
Designing Compact Neural Architectures via Neuron Gating and Mixed Activation
Abhishek Shukla, Ankur Sinha, Faiz Hamid
Neural Architecture Search (NAS) is naturally formulated as a bilevel optimization problem, where the upper-level optimizes the architecture using validation performance and the lo…