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arXiv cs.LG·

STARIXNet: Multivariate and Multi-attribute Deep Learning Approach to Real-Time Resource Allocation in Cloud Platforms

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75
Hype
25
In three linesSTARIXNet is a lightweight neural network for real-time resource allocation in cloud platforms. It captures spatio-temporal relationships among multiple system metrics (seasonality, trend, auto-regression, exogenous variables) and prioritizes service stability over forecast accuracy. Deployed at Walmart, it achieves 10-50% cost savings.
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