English(EN) Hybrid Quantum-Classical GANs for the Generation of Adversarial Network Flows

量子-经典GAN生成对抗性网络流以测试入侵检测系统

作者 PulseAugur 编辑部 · [2 个来源] · 2026-05-07 17:43

研究人员开发了一种混合量子-经典生成对抗网络（QC-GAN），旨在创建复杂的对抗性网络流量。该方法利用量子生成器将潜在表示编码为量子态，旨在提高表达能力并降低与传统GAN相比的计算需求。然后，生成的合成流量用于测试经典入侵检测系统的有效性，突显了量子机器学习在网络安全方面的潜力。 AI

影响这项研究探讨了量子机器学习生成高级网络攻击流的潜力，并强调了对量子安全防御系统的需求。

排序理由这是一篇研究论文，详细介绍了一种用于生成对抗性网络流量的新型混合量子-经典GAN。

AI 生成摘要 · Google Gemini · 来自 2 个来源。我们如何撰写摘要 →

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arXiv cs.LG TIER_1 English(EN) · Prateek Paudel, Nitin Jha, Abhishek Parakh, Mahadevan Subramaniam · 2026-05-08 04:00

用于生成对抗性网络流的混合量子-经典GAN

arXiv:2605.06629v1 Announce Type: new Abstract: Classical generative adversarial networks (GANs) have been applied to generate adversarial network traffic capable of attacking intrusion detection systems, but they suffer from shortcomings such as the need for large amounts of hig…
arXiv cs.LG TIER_1 English(EN) · Mahadevan Subramaniam · 2026-05-07 17:43

混合量子经典GAN用于生成对抗网络流

Classical generative adversarial networks (GANs) have been applied to generate adversarial network traffic capable of attacking intrusion detection systems, but they suffer from shortcomings such as the need for large amounts of high-dimensional datasets, mode collapse, and high …