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Our society increasingly depends on intelligent systems to solve complex problems, ranging from recommender systems suggesting the next movie to watch to AI models assisting in medical diagnoses for hospitalized patients. With the iterative…

Human-Computer Interaction · Computer Science 2025-07-15 Angelos Chatzimparmpas

Verification and Validation (V&V) is a series of activities, technical and managerial, which performed by system tester not the system developer in order to improve the system quality, system reliability and assure that product satisfies…

Software Engineering · Computer Science 2012-10-16 A. Al-Neaimi , S. Qatawneh , Nedhal Al Saiyd

Software reliability is critical in ensuring that the digital systems we depend on function correctly. In software development, increasing software reliability often involves testing. However, for complex and critical systems, developers…

Software Engineering · Computer Science 2025-09-09 Francisco Oliveira , Alexandra Mendes , Carolina Carreira

Software verification has recently made enormous progress due to the development of novel verification methods and the speed-up of supporting technologies like SMT solving. To keep software verification tools up to date with these advances,…

Software Engineering · Computer Science 2020-08-12 Jan Haltermann , Heike Wehrheim

Autonomous Driving Systems (ADS) use complex decision-making (DM) models with multimodal sensory inputs, making rigorous validation and verification (V&V) essential for safety and reliability. These models pose challenges in diagnosing…

Software Engineering · Computer Science 2025-10-07 Halit Eris , Stefan Wagner

Inferring the latent variable generating a given test sample is a challenging problem in Generative Adversarial Networks (GANs). In this paper, we propose InvGAN - a novel framework for solving the inference problem in GANs, which involves…

Machine Learning · Computer Science 2019-12-02 Wei-An Lin , Yogesh Balaji , Pouya Samangouei , Rama Chellappa

This paper proposes a new methodology for early validation of high-level requirements on cyber-physical systems with the aim of improving their quality and, thus, lowering chances of specification errors propagating into later stages of…

Observational models make tractable the analysis of information flow properties by providing an abstraction of side channels. We introduce a methodology and a tool, Scam-V, to validate observational models for modern computer architectures.…

Cryptography and Security · Computer Science 2020-05-12 Hamed Nemati , Pablo Buiras , Andreas Lindner , Roberto Guanciale , Swen Jacobs

Assertion-based verification (ABV) is a cornerstone of modern hardware design, yet manually translating design intent into formal SystemVerilog Assertions (SVAs) remains labor-intensive and error-prone. While Large Language Models (LLMs)…

Hardware Architecture · Computer Science 2026-05-28 Yuchao Wu , Wenji Fang , Jing Wang , Wenkai Li , Ziyan Guo , Zhiyao Xie

Smart contracts are the backbone of the decentralized web, yet ensuring their functional correctness and security remains a critical challenge. While Large Language Models (LLMs) have shown promise in code generation, they often struggle…

Software Engineering · Computer Science 2026-02-02 Wei Chen , Zhiyuan Peng , Xin Yin , Chao Ni , Chenhao Ying , Bang Xie , Yuan Luo

Retrieval-augmented generation (RAG) is an umbrella of different components, design decisions, and domain-specific adaptations to enhance the capabilities of large language models and counter their limitations regarding hallucination and…

Software Engineering · Computer Science 2024-10-14 Sebastian Simon , Alina Mailach , Johannes Dorn , Norbert Siegmund

Audio-Visual Question Answering (AVQA) is a challenging multimodal reasoning task requiring intelligent systems to answer natural language queries based on paired audio-video inputs accurately. However, existing AVQA approaches often suffer…

Multimedia · Computer Science 2025-04-03 Jie Ma , Zhitao Gao , Qi Chai , Jun Liu , Pinghui Wang , Jing Tao , Zhou Su

Assertions are widely used for functional validation as well as coverage analysis for both software and hardware designs. Assertions enable runtime error detection as well as faster localization of errors. While there is a vast literature…

Systems and Control · Electrical Eng. & Systems 2020-01-22 Yangdi Lyu , Prabhat Mishra

Artificial intelligence (AI) is increasingly deployed in real-time and energy-constrained environments, driving demand for hardware platforms that can deliver high performance and power efficiency. While central processing units (CPUs) and…

Hardware Architecture · Computer Science 2026-01-28 Aybars Yunusoglu , Talha Coskun , Hiruna Vishwamith , Murat Isik , I. Can Dikmen

Recent trends in AIGC effectively boosted the application of visual inspection. However, most of the available systems work in a human-in-the-loop manner and can not provide long-term support to the online application. To make a step…

Computer Vision and Pattern Recognition · Computer Science 2023-10-10 Jiawei Li , Chenxi Lan , Xinyi Zhang , Bolin Jiang , Yuqiu Xie , Naiqi Li , Yan Liu , Yaowei Li , Enze Huo , Bin Chen

Security vulnerability analysis of Integrated Circuits using conventional design-time validation and verification techniques (like simulations, emulations, etc.) is generally a computationally intensive task and incomplete by nature,…

Cryptography and Security · Computer Science 2021-04-22 Faiq Khalid , Imran Hafeez Abbassi , Semeen Rehman , Awais Mehmood Kamboh , Osman Hasan , Muhammad Shafique

Increasing system-on-chip (SoC) heterogeneity, deep hardware/software integration, and the proliferation of third-party intellectual property (IP) have brought security validation to the forefront of semiconductor design. While simulation…

Cryptography and Security · Computer Science 2026-04-17 Tanvir Rahman , Shuvagata Saha , Ahmed Y. Alhurubi , Sujan Kumar Saha , Farimah Farahmandi , Mark Tehranipoor

The increasing use of Retrieval-Augmented Generation (RAG) systems in various applications necessitates stringent protocols to ensure RAG systems accuracy, safety, and alignment with user intentions. In this paper, we introduce VERA…

Information Retrieval · Computer Science 2024-09-09 Tianyu Ding , Adi Banerjee , Laurent Mombaerts , Yunhong Li , Tarik Borogovac , Juan Pablo De la Cruz Weinstein

Simulation-based verification is beneficial for assessing otherwise dangerous or costly on-road testing of autonomous vehicles (AV). This paper addresses the challenge of efficiently generating effective tests for simulation-based AV…

Multiagent Systems · Computer Science 2020-08-31 Greg Chance , Abanoub Ghobrial , Severin Lemaignan , Tony Pipe , Kerstin Eder

AI agents are increasingly used to diagnose and mitigate failures in production systems, known as agentic Site Reliability Engineering (SRE). Current SRE benchmarks are limited to oversimplistic SRE tasks and are unfortunately hard to…

Artificial Intelligence · Computer Science 2026-05-14 Jackson Clark , Yiming Su , Saad Mohammad Rafid Pial , Yifang Tian , Lily Gniedziejko , Hans-Arno Jacobsen , Yinfang Chen , Tianyin Xu
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