PIM-CACHE reduces mandatory coarse-grained transfers in UPMEM-style PIM by dynamically staging only non-redundant data via content-aware copy that exploits workload similarity.
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A methodology is proposed to detect class-based concept drift by self-evaluating predictive model degradation, with experiments on synthetic and real-world datasets showing effectiveness.
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PIM-CACHE: High-Efficiency Content-Aware Copy for Processing-In-Memory
PIM-CACHE reduces mandatory coarse-grained transfers in UPMEM-style PIM by dynamically staging only non-redundant data via content-aware copy that exploits workload similarity.
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Automating concept-drift detection by self-evaluating predictive model degradation
A methodology is proposed to detect class-based concept drift by self-evaluating predictive model degradation, with experiments on synthetic and real-world datasets showing effectiveness.