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Last several years, GPUs are used to accelerate computations in many computer science domains. We focused on GPU accelerated Support Vector Machines (SVM) training with non-linear kernel functions. We had searched for all available GPU…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-07-21 Jan Vanek , Josef Michalek , Josef Psutka

Search Based Software Testing (SBST) is a popular automated testing technique which uses a feedback mechanism to search for faults in software. Despite its popularity, it has fundamental challenges related to the design, construction and…

Software Engineering · Computer Science 2020-07-01 Leonid Joffe , David J. Clark

The next generation of wide-area sky surveys offer the power to place extremely precise constraints on cosmological parameters and to test the source of cosmic acceleration. These observational programs will employ multiple techniques based…

The forthcoming data expected from space missions such as CoRoT require the capacity of the available tools to provide accurate models whose numerical precision is well above the expected observational errors. In order to secure that these…

Automated Driving Systems (ADSs) have seen rapid progress in recent years. To ensure the safety and reliability of these systems, extensive testings are being conducted before their future mass deployment. Testing the system on the road is…

Software Engineering · Computer Science 2021-12-03 Ziyuan Zhong , Yun Tang , Yuan Zhou , Vania de Oliveira Neves , Yang Liu , Baishakhi Ray

We implement a set of procedures for deciding whether or not a language given by its minimal automaton or by its syntactic semigroup is locally testable, right or left locally testable, threshold locally testable, strictly locally testable,…

Formal Languages and Automata Theory · Computer Science 2021-05-27 A. N. Trahtman

Safety and mission performance validation of autonomous vehicles (AVs) is a major challenge. In this paper we describe a methodology for constructing and applying assertion checks to validate the behaviour of an AV operating either in…

Databases · Computer Science 2022-05-16 Christopher Harper , Greg Chance , Abanoub Ghobrial , Saquib Alam , Tony Pipe , Kerstin Eder

Sampling critical testing scenarios is an essential step in intelligence testing for Automated Vehicles (AVs). However, due to the lack of prior knowledge on the distribution of critical scenarios in sampling space, we can hardly…

Robotics · Computer Science 2024-05-03 Jingwei Ge , Pengbo Wang , Cheng Chang , Yi Zhang , Danya Yao , Li Li

AI-powered systems have gained widespread popularity in various domains, including Autonomous Vehicles (AVs). However, ensuring their reliability and safety is challenging due to their complex nature. Conventional test adequacy metrics,…

Software Engineering · Computer Science 2023-11-15 Neelofar Neelofar , Aldeida Aleti

Testing of autonomous systems is extremely important as many of them are both safety-critical and security-critical. The architecture and mechanism of such systems are fundamentally different from traditional control software, which appears…

Software Engineering · Computer Science 2021-03-15 Qunying Song , Emelie Engström , Per Runeson

Register Transfer Level (RTL) design validation is a crucial stage in the hardware design process. We present a new approach to enhancing RTL design validation using available software techniques and tools. Our approach converts the source…

Software Engineering · Computer Science 2016-02-22 Yu Zhang , Wenlong Feng , Mengxing Huang

Enterprise applications are typically tested at multiple levels, with service-level testing playing an important role in validating application functionality. Existing service-level testing tools, especially for RESTful APIs, often employ…

Software Engineering · Computer Science 2026-05-26 Rangeet Pan , Raju Pavuluri , Ruikai Huang , Rahul Krishna , Tyler Stennett , Alessandro Orso , Saurabh SInha

Modern AI systems increasingly comprise multiple interconnected neural networks to tackle complex inference tasks. Testing such systems for robustness and safety entails significant challenges. Current state-of-the-art robustness testing…

Artificial Intelligence · Computer Science 2026-01-28 Sayak Chowdhury , Meenakshi D'Souza

Penetration testing is a vital practice for identifying and mitigating vulnerabilities in cybersecurity systems, but its manual execution is labor-intensive and time-consuming. Existing large language model (LLM)-assisted or automated…

Software Engineering · Computer Science 2025-01-24 He Kong , Die Hu , Jingguo Ge , Liangxiong Li , Tong Li , Bingzhen Wu

Recent advancements in assured autonomy have brought autonomous vehicles (AVs) closer to fruition. Despite strong evidence that multi-sensor, multi-agent (MSMA) systems can yield substantial improvements in the safety and security of AVs,…

Robotics · Computer Science 2023-12-11 R. Spencer Hallyburton , Miroslav Pajic

With widespread adoption of AI models for important decision making, ensuring reliability of such models remains an important challenge. In this paper, we present an end-to-end generic framework for testing AI Models which performs…

Machine Learning · Computer Science 2021-02-12 Aniya Aggarwal , Samiulla Shaikh , Sandeep Hans , Swastik Haldar , Rema Ananthanarayanan , Diptikalyan Saha

Even though virtual testing of Autonomous Vehicles (AVs) has been well recognized as essential for safety assessment, AV simulators are still undergoing active development. One particularly challenging question is to effectively include the…

Robotics · Computer Science 2024-02-28 Andrea Piazzoni , Jim Cherian , Justin Dauwels , Lap-Pui Chau

Attestation is a fundamental building block to establish trust over software systems. When used in conjunction with trusted execution environments, it guarantees that genuine code is executed even when facing strong attackers, paving the…

Cryptography and Security · Computer Science 2022-04-19 Jämes Ménétrey , Christian Göttel , Marcelo Pasin , Pascal Felber , Valerio Schiavoni

Lean processes focus on doing only necessery things in an efficient way. Artificial intelligence and Machine Learning offer new opportunities to optimizing processes. The presented approach demonstrates an improvement of the test process by…

Software Engineering · Computer Science 2019-06-10 Alexander Poth , Quirin Beck , Andreas Riel

Software testing is an essential part of the software lifecycle and requires a substantial amount of time and effort. It has been estimated that software developers spend close to 50% of their time on testing the code they write. For these…

Software Engineering · Computer Science 2020-02-20 Cody Watson , Michele Tufano , Kevin Moran , Gabriele Bavota , Denys Poshyvanyk