Kevin Hsieh
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| title | conference | date |
|---|---|---|
| Enhancing Network Failure Mitigation with Performance-Aware Ranking | NSDI '25 | 2025-04-28 |
Swarm ranks mitigation actions by directly estimating end-to-end flow metrics using fast approximations: epoched traffic samples, splitting short/long flows… | ||
| Securing Public Cloud Networks with Efficient Role-based Micro-Segmentation | NSDI '25 | 2025-04-28 |
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… | ||
| NetVigil: Robust and Low-Cost Anomaly Detection for East-West Data Center Security | 21st 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… | ||
| RECL: Responsive Resource-Efficient Continuous Learning for Video Analytics | NSDI 2023 | 2023-04-17 |
System integrates a shared model zoo of previously adapted lightweight experts, a learned model selector that predicts per-frame accuracy and aggregates… | ||
| Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers | 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22) | 2022-04-04 |
Edge servers run compressed video models that drift with live data; Ekya continuously retrains selected models and schedules GPU time to maximize mean… | ||
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