Author

Artem Burchanow

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Preprint Jul 2026

SelectInfer: Selective Neuron Loading and Computation for On-Device LLMs

Evaluation across multiple datasets shows that SelectInfer achieves significant reductions in memory footprint and computation while preserving task performance, making it a practical step towards enabling LLM deployment on edge devices.

Huzaifa Shaaban Kabakibo, Eric Schniedermeyer, Artem Burchanow et al. · 0 citations