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Sathiya Kumaran Mani

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Securing Public Cloud Networks with Efficient Role-based Micro-SegmentationNSDI '252025-04-28
Introduces an end-to-end system, ZTS, that infers roles from large flow logs using contrastive learning with sparse labels to reach average ARRI ≈ 0.77 on real…
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NetVigil: Robust and Low-Cost Anomaly Detection for East-West Data Center Security21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
NetVigil uses flow-level logs aggregated into IP-granularity communication graphs (300 vertices vs ~139k flow-vertex graphs) and a GNN autoencoder trained with…
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