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Serverless applications can be particularly difficult to troubleshoot, as these applications are often composed of various managed and partly managed services. Faults are often unpredictable and can occur at multiple points, even in simple…

软件工程 · 计算机科学 2024-07-16 Maria C. Borges , Sebastian Werner , Ahmet Kilic

Today's distributed systems operate in complex environments that inevitably involve faults and even adversarial behaviors. Predicting their performance under such environments directly from formal designs remains a longstanding challenge.…

分布式、并行与集群计算 · 计算机科学 2026-02-25 Ziwei Zhou , Si Liu , Zhou Zhou , Peixin Wang , MIn Zhang

This work-in-progress report presents both the design and partial evaluation of distributed execution indexing, a technique for microservice applications that precisely identifies dynamic instances of inter-service remote procedure calls…

分布式、并行与集群计算 · 计算机科学 2022-09-20 Christopher S. Meiklejohn , Rohan Padhye , Heather Miller

In this paper, we present a novel fault injection system called ChaosOrca for system calls in containerized applications. ChaosOrca aims at evaluating a given application's self-protection capability with respect to system call errors. The…

软件工程 · 计算机科学 2021-04-21 Jesper Simonsson , Long Zhang , Brice Morin , Benoit Baudry , Martin Monperrus

A distribution inference attack aims to infer statistical properties of data used to train machine learning models. These attacks are sometimes surprisingly potent, but the factors that impact distribution inference risk are not well…

机器学习 · 计算机科学 2024-04-09 Anshuman Suri , Yifu Lu , Yanjin Chen , David Evans

Fault Injection is the study of observing how systems behave under unusual stress, environmental or otherwise. In practice, fault injection involves testing the limits of computer systems and finding novel ways to potentially break…

密码学与安全 · 计算机科学 2025-09-24 Christopher Simon Liu , Fan Wang , Patrick Gould , Carter Yagemann

Designing and debugging distributed systems is notoriously difficult. The correctness of a distributed system is largely determined by its handling of failure scenarios. The sequence of events leading to a bug can be long and complex, and…

分布式、并行与集群计算 · 计算机科学 2018-06-15 Doug Woos , Zachary Tatlock , Michael D. Ernst , Thomas E. Anderson

Complex systems often exhibit unexpected faults that are difficult to handle. Such systems are desirable to be diagnosable, i.e. faults can be automatically detected as they occur (or shortly afterwards), enabling the system to handle the…

软件工程 · 计算机科学 2015-02-27 Hernán Ponce de León , Gonzalo Bonigo , Laura Brandán Briones

Fault-tolerant distributed algorithms are central for building reliable spatially distributed systems. Unfortunately, the lack of a canonical precise framework for fault-tolerant algorithms is an obstacle for both verification and…

形式语言与自动机理论 · 计算机科学 2012-10-16 Annu John , Igor Konnov , Ulrich Schmid , Helmut Veith , Josef Widder

Probabilistic inference problems arise naturally in distributed systems such as sensor networks and teams of mobile robots. Inference algorithms that use message passing are a natural fit for distributed systems, but they must be robust to…

人工智能 · 计算机科学 2012-07-19 Mark Paskin , Carlos E. Guestrin

With the increasing complexity of computing systems, complete hardware reliability can no longer be guaranteed. We need, however, to ensure overall system reliability. One of the most important features of artificial neural networks is…

神经与进化计算 · 计算机科学 2015-10-07 Anton Kulakov , Mark Zwolinski , Jeff Reeve

Fully understanding performance is a growing challenge when building next-generation cloud systems. Often these systems build on next-generation hardware, and evaluation in realistic physical testbeds is out of reach. Even when physical…

性能 · 计算机科学 2024-08-13 Jakob Görgen , Vaastav Anand , Hejing Li , Jialin Li , Antoine Kaufmann

Ability to quantify and predict progression of a disease is fundamental for selecting an appropriate treatment. Many clinical metrics cannot be acquired frequently either because of their cost (e.g. MRI, gait analysis) or because they are…

机器学习 · 统计学 2019-05-28 Guanyang Wang , Yumeng Zhang , Yong Deng , Xuxin Huang , Łukasz Kidziński

Many software engineering tasks, such as testing, and anomaly detection can benefit from the ability to infer a behavioral model of the software.Most existing inference approaches assume access to code to collect execution sequences. In…

机器学习 · 计算机科学 2021-10-13 Foozhan Ataiefard , Mohammad Jafar Mashhadi , Hadi Hemmati , Niel Walkinshaw

Certification through auditing allows to ensure that critical embedded systems are secure. This entails reviewing their critical components and checking for dangerous execution paths. This latter task requires the use of specialized tools…

软件工程 · 计算机科学 2023-03-08 Guilhem Lacombe , David Feliot , Etienne Boespflug , Marie-Laure Potet

The execution of concurrent programs generally involves some degree of nondeterminism, mostly due to the relative speeds of the concurrent processes. As a consequence, reproducibility is often challenging. This problem has been…

编程语言 · 计算机科学 2021-08-27 Juan José González-Abril , Germán Vidal

Pain is a multifaceted and widespread phenomenon with substantial clinical and societal burden, making reliable automated assessment a critical objective. This paper presents a lightweight transformer architecture that fuses multiple fNIRS…

Fault injectors are essential tools for evaluating the reliability and resilience of computing systems. They enable the simulation of hardware and software faults to analyze system behavior under error conditions and assess its ability to…

硬件体系结构 · 计算机科学 2026-02-03 Elio Vinciguerra , Enrico Russo , Giuseppe Ascia , Maurizio Palesi

As more and more multi-tier services are developed from commercial components or heterogeneous middleware without the source code available, both developers and administrators need a precise request tracing tool to help understand and debug…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Zhihong Zhang , Jianfeng Zhan , Yong Li , Lei Wang , Dan Meng , Bo Sang

Programs with constraints are hard to debug. In this paper, we describe a general architecture to help develop new debugging tools for constraint programming. The possible tools are fed by a single general-purpose tracer. A tracer-driver is…

软件工程 · 计算机科学 2007-05-23 Ludovic Langevine , Mireille Ducasse
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