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Memory Hierarchy (from the internet)

Memory Hierarchy (from the internet)

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Fig. 3. Deep Wasserstein Metric Learning [4], [10]
Fig. 4. Submodular Function Example [7]
Fig. 5. Memory Hierarchy (from the internet)
Fig. 6. Edge Computing (from the internet)
Coreset Optimization by Memory Constraints, For Memory Constraints
Research Proposal
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  • Oct 2023
We review coreset optimization frameworks as a gateway to data-efficient machine learning. Coreset selection aims to select a subset of the most informative training samples which can achieve comparable performance as the full training sets. Mainstream approaches to coreset selection include submodular optimization, proxy models, gradient-based met...
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Context 1
... coreset optimization frameworks focus on the math and optimization modeling framework and treat low-level computation between CPU, RAM, and hard disk drive as a black box. However memories present a hierarchy structure as Figure 5. How should we re-image the coreset framework taking into account the memory hierarchy? ...