Author

Shreya Palande

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Review Aug 2026

Large Models for Small Devices: Recent Advances and Empirical Analysis of Edge AI Deployment

This work surveys dozens of recent works that report compression results on real hardware and extracts practical deployment guidelines from them, and deploys compact language and image models on GPU, CPU, and Raspberry Pi platforms across question answering and image segmentation.

Subhransu Das, Jiaming Cheng, Arnav Kumar et al. · 0 citations