2022 · 21 citations · 40 references
EngineeringComputer EngineeringComputer ScienceComputer ArchitectureLow-power DesignMemoryDirect Memory AccessMemory HierarchyMemory Hierarchy DesignMemory Hierarchy OptimizationMemory Subsystem DesignPerformance Bottleneck AnalysisHeterogeneityMemory Access LatencyMemory Bottleneck AnalysisMemory Hierarchy PerformanceMemory LatencyMemory Latency OptimizationSparse Network LearningSystems Heterogeneity
Modern computing systems employ significant heterogeneity and specialization to meet performance targets at manageable power. However, memory latency bottlenecks remain problematic, particularly for sparse neural network and graph analytic applications where indirect memory accesses (IMAs) challenge the memory hierarchy.
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Kronecker Graphs: An Approach to Modeling Networks
LeskovecJure, ChakrabartiDeepayan, KleinbergJon et al. · Journal of Machine Learning Research · 2010 · 476 citations
Florian Zaruba, Luca Benini · IEEE Transactions on Very Large Scale Integration (VLSI) Systems · 2019 · 402 citations · Full text
Fredrik Kjølstad, Shoaib Kamil, Stephen Y. Chou et al. · Proceedings of the ACM on Programming Languages · 2017 · 353 citations · Full text