Search Results for author: Sokratis Nikolaidis

Found 2 papers, 0 papers with code

MultiTASC: A Multi-Tenancy-Aware Scheduler for Cascaded DNN Inference at the Consumer Edge

no code implementations22 Jun 2023 Sokratis Nikolaidis, Stylianos I. Venieris, Iakovos S. Venieris

Cascade systems comprise a two-model sequence, with a lightweight model processing all samples and a heavier, higher-accuracy model conditionally refining harder samples to improve accuracy.

Exploring the Performance and Efficiency of Transformer Models for NLP on Mobile Devices

no code implementations20 Jun 2023 Ioannis Panopoulos, Sokratis Nikolaidis, Stylianos I. Venieris, Iakovos S. Venieris

Deep learning (DL) is characterised by its dynamic nature, with new deep neural network (DNN) architectures and approaches emerging every few years, driving the field's advancement.

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