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Topology Survives Shuffling: Robust Long-Context Memory Access Prediction for Graph Analytics

Sun, Dongyan et al.
arXiv (All) · Papers
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machine-learning
Graph analytics generates irregular, topology-dependent memory-access streams via indirect traversals, limiting data prefetching. Accurate prediction enables timely prefetches that hide memory latency. However, ML predictors couple short histories with fixed horizons, fitting the training trace's no
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