Verhelst Lab

University of Leuven

Vlaams Gewest (BE2) · Belgium

ERC-funded
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ERC Consolidator Grant · 2022

Outplaying the hardware lottery for embedded AI

The next wave of smart applications in our society will need embedded devices (robots, wearables, etc.) with increased intelligence at much reduced energy and latency cost. Compared to current embedded platforms, up to 1000x efficiency gains could be achieved through tight processor-algorithm co-optimization. However, due to the slow development cycle of processor chips (many months to years) in comparison to algorithms (hours to weeks), this co-optimization today merely boils down to selecting algorithms which run well on mature, available hardware. As these processors and their tooling have been optimized for mature algorithms, not the inherently best algorithm “wins”, but the one that…

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