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Author

Shivaram Venkataraman

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Book Open access Sep 2026

Regional Policies for Memory Tiering Systems

State-of-the-art memory tiering systems adapt to the access pattern of a workload over time. However, workloads may exhibit multiple unique access patterns simultaneously. As a result, behavioral assumptions governing tiering decisions may not hold across the entire address space of the program. Two pages from distinct...

Hayden Coffey, Sujay Yadalam, Ashwin Poduval et al. · 0 citations
Preprint Sep 2026

MANTA: Machine Learning Augmented Tiering Advisor

Memory tiering has been used to expand memory capacity, particularly in datacenters, by combining fast DRAM with slower tiers, including CXL-attached memory. Its effectiveness depends on keeping useful pages in the fast tier, but existing heuristic policies can lag behind changing hot sets in phased or bursty workloads...

Johannes Freischuetz, Kiet Pham, Sujay Yadalam et al. · 0 citations

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