Ke Xu
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| title | conference | date |
|---|---|---|
| FENIX: Enabling In-Network DNN Inference with FPGA-Enhanced Programmable Switches | NSDI '26 | 2026-05-04 |
FENIX implements a hybrid pipeline: a switch-based Data Engine extracts features and uses a probabilistic token bucket to limit feature stream rate, and an… | ||
| PRED: Performance-oriented Random Early Detection for Consistently Stable Performance... | NSDI '25 | 2025-04-28 |
PRED implements on- switch flow counting and two loosely coupled subsystems, Flow Concurrent Stabilizer (FCS) and Queue Length Adjuster (QLA), using MIMD to… | ||
| Brain-on-Switch: Towards Advanced Intelligent Network Data Plane via NN-Driven Traffic... | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
Implements a prototype on P4 Barefoot Tofino and claims line‑speed neural inference by running a binarized RNN with sliding‑window recurrence entirely on the… | ||
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