Author

Kai Yuan

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Jul 2026

Adaptive Model Compression (AMC): Saliency-Driven Resource Allocation for Ultra-Low-Power Transformer Inference

Adaptive Model Compression (AMC), a saliency-driven framework that dynamically allocates hardware resources based on token importance, effectively extends the battery life of mobile devices by utilizing high-definition compute only where necessary, maintaining robust performance with a marginal 3.6% accuracy trade-off.

Jiayin Hu, Kai Yuan, Vanessa Hu et al. · arXiv.org · 0 citations