mlsanityData to 7 Oct 2026

Enhancing Network Failure Mitigation with Performance-Aware Ranking

arXiv 2305.13792 ↗First posted 23 May 2023cs.NIcited by 1

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Abstract (arXiv)

Cloud providers install mitigations to reduce the impact of network failures within their datacenters. Existing network mitigation systems rely on simple local criteria or global proxy metrics to determine the best action. In this paper, we show that we can support a broader range of actions and select more effective mitigations by directly optimizing end-to-end flow-level metrics and analyzing actions holistically. To achieve this, we develop novel techniques to quickly estimate the impact of different mitigations and rank them with high fidelity. Our results on incidents from a large cloud provider show orders of magnitude improvements in flow completion time and throughput. We also show our approach scales to large datacenters.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). First posted on arXiv 23 May 2023.

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