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Author

Hitoshi Iba

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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
Conference Open access Aug 2026

Architectural Relationship between Neural Cellular Automata and ConvLSTM

ConvLSTM is focused on, which is widely utilized as a backbone for spatio-temporal prediction and shares many architectural similarities with NCA, and theoretically derives the NCA update rule by applying a specific series of transformations to the ConvLSTM formulation.

Tsunekazu Omija, K. Takadama, Hitoshi Iba · 1 citation

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