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Puppeteer: A Random Forest-based Manager for Hardware Prefetchers across the Memory Hierarchy
In this work, we propose Puppeteer, which is a hardware prefetcher manager that uses a suite of random forest regressors to determine at runtime which prefetcher should be ON at each level in the memory hierarchy, such that the prefetchers complement each other and we reduce the data/instruction access latency.
Field of Groves: An Energy-Efficient Random Forest
In this work, we present a field of groves (FoG) implementation of random forests (RF) that achieves an accuracy comparable to CNNs and SVMs under tight energy budgets.
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