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Jia-Long Li

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#machine learning Preprint Oct 2026

LESS: Lightweight Evolutionary Supernet Search in Minutes

Low-cost NAS must both explore high-performing architectures and identify them reliably, yet reducing evaluation cost often weakens the fidelity of candidate comparisons. Training-free methods reduce evaluation cost by replacing learned task feedback with proxy signals measured at initialization. We introduce LESS (Lig...

Aviral Gandhi, Jinglue Xu, Jia-Long Li et al. · 0 citations