Search Results for author: Jialiang Lu

Found 4 papers, 2 papers with code

An Interpretable Federated Learning-based Network Intrusion Detection Framework

no code implementations10 Jan 2022 Tian Dong, Song Li, Han Qiu, Jialiang Lu

Learning-based Network Intrusion Detection Systems (NIDSs) are widely deployed for defending various cyberattacks.

Federated Learning Network Intrusion Detection

Fingerprinting Multi-exit Deep Neural Network Models via Inference Time

no code implementations7 Oct 2021 Tian Dong, Han Qiu, Tianwei Zhang, Jiwei Li, Hewu Li, Jialiang Lu

Specifically, we design an effective method to generate a set of fingerprint samples to craft the inference process with a unique and robust inference time cost as the evidence for model ownership.

TDGIA:Effective Injection Attacks on Graph Neural Networks

1 code implementation12 Jun 2021 Xu Zou, Qinkai Zheng, Yuxiao Dong, Xinyu Guan, Evgeny Kharlamov, Jialiang Lu, Jie Tang

In the GIA scenario, the adversary is not able to modify the existing link structure and node attributes of the input graph, instead the attack is performed by injecting adversarial nodes into it.

Adversarial Attack

Hidden Backdoors in Human-Centric Language Models

1 code implementation1 May 2021 Shaofeng Li, Hui Liu, Tian Dong, Benjamin Zi Hao Zhao, Minhui Xue, Haojin Zhu, Jialiang Lu

We are able to demonstrate the adversary's high success rate of attacks, while maintaining functionality for regular users, with triggers inconspicuous by the human administrators.

Language Modelling Machine Translation +2

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