A NetAI Manifesto (Part I): Less Explorimentation, More Science
A NetAI Manifesto (Part I): Less Explorimentation, More Science
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NetAI 宣言（第一部分）：更少的探索，更多的科学
DOI：
10.1145/3626570.3626609
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发表时间：
2023
期刊：
影响因子：
--
通讯作者：
Granville, Lisandro
中科院分区：
文献类型：
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作者：
Willinger, Walter;Gupta, Arpit;Jacobs, Arthur S.;Beltiukov, Roman;Ferreira, Ronaldo A.;Granville, Lisandro
应用人工智能（AI）和机器学习（ML）的最新技术来改进和自动化解决现实世界网络安全和性能问题（简称NetAI）所需的决策，这在网络研究人员中引起了极大的兴奋。然而，网络运营商在其生产网络中部署基于NetAI的解决方案时仍然非常不情愿，主要是因为底层学习模型的黑箱性质迫使运营商盲目信任这些模型，而不了解它们如何工作，为什么工作，或者何时不工作（以及为什么不工作）。解释[1]，我们认为，为了克服这一障碍，并确保其未来在实践中的成功，NetAI“必须超越目前的探索阶段，或者说是四处探索的做法，并开始使用科学方法的工具。"
The application of the latest techniques from artificial intelligence (AI) and machine learning (ML) to improve and automate the decision-making required for solving realworld network security and performance problems (NetAI, for short) has generated great excitement among networking researchers. However, network operators have remained very reluctant when it comes to deploying NetAI-based solutions in their production networks, mainly because the black-box nature of the underlying learning models forces operators to blindly trust these models without having any understanding of how they work, why they work, or when they don't work (and why not). Paraphrasing [1], we argue that to overcome this roadblock and ensure its future success in practice, NetAI "has to get past its current stage of explorimentation, or the practice of poking around to see what happens, and has to start employing tools of the scientific method."
DOI：
10.1145/3548606.3560609
发表时间：
2022-11
期刊：
Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security
影响因子：
--
作者：
A. Jacobs;Roman Beltiukov;W. Willinger;R. Ferreira;Arpit Gupta;L. Granville
通讯作者：
A. Jacobs;Roman Beltiukov;W. Willinger;R. Ferreira;Arpit Gupta;L. Granville
NetAI 宣言（第二部分）：少一点傲慢，多一点谦虚
DOI：
10.1145/3626570.3626610
发表时间：
2023
期刊：
ACM SIGMETRICS Performance Evaluation Review
影响因子：
--
作者：
Willinger, Walter;Gupta, Arpit;Beltiukov, Roman;Guo, Wenbo
通讯作者：
Guo, Wenbo