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Pavlo Zaiats

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Review Open access Sep 2026

REVIEW OF APPROACHES FOR REAL-TIME PERFORMANCE GUARANTEES IN EDGE MACHINE LEARNING SYSTEMS

This article presents a structured and comprehensive review of approaches aimed at ensuring real-time performance guarantees in edge machine learning systems and develops a multi-layered taxonomy that organizes existing techniques into four key domains: model-level optimization, system-level scheduling, runtime adaptat...

Pavlo Zaiats · 0 citations

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