~/talks

Mingwei Xu

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titleconferencedate
DDoS Detection at the Scale of One Hundred TbpsNSDI '262026-05-04
Canopy implements a distributed DDoS detector that scales past 100 Tbps by combining hash for mice, spray for elephants dynamic load balancing with selective…
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Defending against Traffic Analysis Attacks with Flexible In-Network ObfuscationNSDI '262026-05-04
Securitas is an in-network obfuscation framework that uses packet fragmentation and small-TTL packet insertion (triggering ICMP replies) and trains an LSTM…
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Mortise: Auto-tuning Congestion Control to Optimize QoE via Network-Aware ParameterNSDI '262026-05-04
Mortise auto-tunes rule‑based congestion control in real time by inferring an application's throughput‑delay‑loss preference and mapping that to CCA…
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Learning-Enhanced High-Throughput Pattern Matching Based on Programmable Data PlaneUSENIX ATC '252025-07-07
Trochilus converts existing rule sets into a byte-level recurrent neural network BRNN, distills that model into a hardware-friendly soft multi-view forest…
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ETC: An Elastic Transmission Control Using End-to-End Available Bandwidth...USENIX ATC 20242024-07-10
ETC claims a new congestion signal: the pulling rate, measured from the instantaneous receipt rate of N-packet microbursts, and uses a convex elastic step…
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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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Hairpin: Rethinking Packet Loss Recovery in Edge-based Interactive Video Streaming21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
Hairpin rethinks loss recovery for edge-based interactive video by choosing per-round mixes of original packets, retransmissions, and redundancy rather than a…
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Enabling High-Quality Real-Time Communications with Adaptive Frame-RateNSDI 20232023-04-17
Adaptive Frame Rate (AFR) is a controller that coordinates frame rate with network fluctuation and decoder capacity to avoid transient decoder overloads…
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IMap: Fast and Scalable In-Network Scanning with Programmable Switches19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
IMap turns P4-capable programmable switches into a high-speed in-network scanner that generates randomized probes from template packets, encodes per-probe…
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