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We develop an algorithm capable of compressing large networks into a smaller ones with similar control plane behavior: For every stable routing solution in the large, original network, there exists a corresponding solution in the compressed…

网络与互联网体系结构 · 计算机科学 2018-06-25 Ryan Beckett , Aarti Gupta , Ratul Mahajan , David Walker

The Internet inter-domain routing system is vulnerable. On the control plane, the de facto Border Gateway Protocol (BGP) does not have built-in mechanisms to authenticate routing announcements, so an adversary can announce virtually…

网络与互联网体系结构 · 计算机科学 2023-11-10 Xiaoliang Wang , Zhuotao Liu , Qi Li , Yangfei Guo , Sitong Ling , Jiangou Zhan , Yi Xu , Ke Xu , Jianping Wu

A long-standing research problem in security protocol design is how to efficiently verify security protocols with tamper-resistant global states. In this paper, we address this problem by first proposing a protocol specification framework,…

密码学与安全 · 计算机科学 2014-03-11 Li Li , Jun Pang , Yang Liu , Jun Sun , Jin Song Dong

Streaming interactive proofs (SIPs) are a framework for outsourced computation. A computationally limited streaming client (the verifier) hands over a large data set to an untrusted server (the prover) in the cloud and the two parties run a…

数据结构与算法 · 计算机科学 2016-10-05 Amirali Abdullah , Samira Daruki , Chitradeep Dutta Roy , Suresh Venkatasubramanian

Distributed protocols such as Paxos play an important role in many computer systems. Therefore, a bug in a distributed protocol may have tremendous effects. Accordingly, a lot of effort has been invested in verifying such protocols.…

编程语言 · 计算机科学 2017-10-20 Oded Padon , Giuliano Losa , Mooly Sagiv , Sharon Shoham

Network operators are often interested in verifying \emph{eventually-stable properties} of network control planes: properties of control plane states that hold eventually, and hold forever thereafter, provided the operating environment…

网络与互联网体系结构 · 计算机科学 2026-05-21 Dexin Zhang , Timothy Alberdingk Thijm , David Walker , Aarti Gupta

As the complexity of production processes increases, the diversity of data types drives the development of network monitoring technology. This paper mainly focuses on an online algorithm to detect serially correlated directed networks…

应用统计 · 统计学 2021-12-17 Miaomiao Yu , Yuhao Zhou , Fugee Tsung

Security and distributed infrastructure are two of the most common requirements for big data software. But the security features of the big data platforms are still premature. It is critical to identify, modify, test and execute some of the…

密码学与安全 · 计算机科学 2016-11-24 Santosh Aditham , Nagarajan Ranganathan

Neural network controllers are currently being proposed for use in many safety-critical tasks. Most analysis methods for neural network control systems assume a fixed control period. In control theory, higher frequency usually improves…

系统与控制 · 电气工程与系统科学 2024-07-29 Ali ArjomandBigdeli , Andrew Mata , Stanley Bak

We propose a framework for the stability verification of Mixed-Integer Linear Programming (MILP) representable control policies. This framework compares a fixed candidate policy, which admits an efficient parameterization and can be…

系统与控制 · 电气工程与系统科学 2023-06-02 Roland Schwan , Colin N. Jones , Daniel Kuhn

In this paper we present new general convergence results about the behaviour of the Distributed Bellman-Ford (DBF) family of routing protocols, which includes distance-vector protocols (e.g. RIP) and path-vector protocols (e.g. BGP). Our…

网络与互联网体系结构 · 计算机科学 2023-01-10 Matthew L. Daggitt , Timothy G. Griffin

Deep neural networks have emerged as a widely used and effective means for tackling complex, real-world problems. However, a major obstacle in applying them to safety-critical systems is the great difficulty in providing formal guarantees…

人工智能 · 计算机科学 2017-05-22 Guy Katz , Clark Barrett , David Dill , Kyle Julian , Mykel Kochenderfer

Verifying computational processes in decentralized networks poses a fundamental challenge, particularly for Graphics Processing Unit (GPU) computations. Our investigation reveals significant limitations in existing approaches: exact…

新兴技术 · 计算机科学 2025-01-10 Eric Boniardi , Stanley Bishop , Alison Haire

Computing the reliability of a time-varying network, taking into account its dynamic nature, is crucial for networks that change over time, such as space networks, vehicular ad-hoc networks, and drone networks. These networks are modeled…

数据结构与算法 · 计算机科学 2025-04-03 Yu Nakahata , Shun Arizono , Shoji Kasahara

Deep learning has emerged as an effective approach for creating modern software systems, with neural networks often surpassing hand-crafted systems. Unfortunately, neural networks are known to suffer from various safety and security issues.…

机器学习 · 计算机科学 2021-01-19 Guy Amir , Haoze Wu , Clark Barrett , Guy Katz

In this paper, we present VerifyML, the first secure inference framework to check the fairness degree of a given Machine learning (ML) model. VerifyML is generic and is immune to any obstruction by the malicious model holder during the…

密码学与安全 · 计算机科学 2022-10-18 Guowen Xu , Xingshuo Han , Gelei Deng , Tianwei Zhang , Shengmin Xu , Jianting Ning , Anjia Yang , Hongwei Li

Traditional proof systems involve a resource-bounded verifier communicating with a powerful (but untrusted) prover. Distributed verifier proof systems are a new family of proof models that involve a network of verifier nodes communicating…

计算复杂性 · 计算机科学 2020-05-22 Nagaganesh Jaladanki , Wilson Wu

In this paper, we consider the computational complexity of formally verifying the behavior of Rectified Linear Unit (ReLU) Neural Networks (NNs), where verification entails determining whether the NN satisfies convex polytopic…

机器学习 · 计算机科学 2021-03-26 James Ferlez , Yasser Shoukry

The Internet, as it stands today, is highly vulnerable to attacks. However, little has been done to understand and verify the formal security guarantees of proposed secure inter-domain routing protocols, such as Secure BGP (S-BGP). In this…

计算机科学中的逻辑 · 计算机科学 2017-01-11 Chen Chen , Limin Jia , Hao Xu , Cheng Luo , Wenchao Zhou , Boon Thau Loo

Network reliability is an important metric to evaluate the connectivity among given vertices in uncertain graphs. Since the network reliability problem is known as #P-complete, existing studies have used approximation techniques. In this…

数据结构与算法 · 计算机科学 2020-09-08 Yuya Sasaki , Yasuhiro Fujiwara , Makoto Onizuka