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Security testing verifies that the data and the resources of software systems are protected from attackers. Unfortunately, it suffers from the oracle problem, which refers to the challenge, given an input for a system, of distinguishing…

Software Engineering · Computer Science 2019-12-12 Phu X. Mai , Fabrizio Pastore , Arda Goknil , Lionel Briand

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

Developers prefer to utilize third-party libraries when they implement some functionalities and Application Programming Interfaces (APIs) are frequently used by them. Facing an unfamiliar API, developers tend to consult tutorials as…

Software Engineering · Computer Science 2017-03-07 He Jiang , Jingxuan Zhang , Xiaochen Li , Zhilei Ren , David Lo

Authorizing Large Language Model (LLM)-driven agents to dynamically invoke tools and access protected resources introduces significant security risks, and the risks grow dramatically as agents engage in multi-turn conversations and scale…

Artificial Intelligence · Computer Science 2026-05-05 Majed El Helou , Benjamin Ryder , Chiara Troiani , Jean Diaconu , Hervé Muyal , Marcelo Yannuzzi

How do we measure the efficacy of language model explainability methods? While many explainability methods have been developed, they are typically evaluated on bespoke tasks, preventing an apples-to-apples comparison. To help fill this gap,…

Machine Learning · Computer Science 2025-02-04 Edmund Mills , Shiye Su , Stuart Russell , Scott Emmons

The application of agentic AI systems in autonomous decision-making is growing in the areas of healthcare, smart cities, digital forensics, and supply chain management. Even though these systems are flexible and offer real-time reasoning,…

Artificial Intelligence · Computer Science 2026-03-19 Salman Jan , Hassan Ali Razzaqi , Ali Akarma , Mohammad Riyaz Belgaum

While Artificial Intelligence (AI) offers transformative potential for operational performance, its deployment in safety-critical domains such as aviation requires strict adherence to rigorous certification standards. Current EASA…

Artificial Intelligence · Computer Science 2026-04-03 Thomas Stefani , Johann Maximilian Christensen , Elena Hoemann , Frank Köster , Sven Hallerbach

Virtual testing has emerged as an effective approach to accelerate the deployment of automated driving systems. Nevertheless, existing simulation toolchains encounter difficulties in integrating rapid, automated scenario generation with…

Robotics · Computer Science 2025-07-10 Dong Bi , Yongqi Zhao , Zhengguo Gu , Tomislav Mihalj , Jia Hu , Arno Eichberger

This paper introduces Agentic-AI Healthcare, a privacy-aware, multilingual, and explainable research prototype developed as a single-investigator project. The system leverages the emerging Model Context Protocol (MCP) to orchestrate…

Cryptography and Security · Computer Science 2025-10-06 Mohammed A. Shehab

This chapter surveys the state of the art in code coverage from the perspective of test automation. Our aim is to describe and motivate the three most popular classes of glass box test coverage models, which are: control flow, logic and…

Software Engineering · Computer Science 2021-08-27 Karl Meinke

The transition from Cloud-Native to AI-Native architectures is fundamentally reshaping software engineering, replacing deterministic microservices with probabilistic agentic services. However, this shift renders traditional black-box…

Software Engineering · Computer Science 2026-01-15 Zirui Wang , Guangba Yu , Michael R. Lyu

The critical need for transparent and trustworthy machine learning in cybersecurity operations drives the development of this integrated Explainable AI (XAI) framework. Our methodology addresses three fundamental challenges in deploying AI…

Cryptography and Security · Computer Science 2026-02-24 Norrakith Srisumrith , Sunantha Sodsee

We propose an approach on model checking information flow for imperative language with procedures. We characterize our model with pushdown system, which has a stack of unbounded length that naturally models the execution of procedural…

Cryptography and Security · Computer Science 2010-12-15 Cong Sun , Liyong Tang , Zhong Chen

The certification of autonomous systems is an important concern in science and industry. The KI-LOK project explores new methods for certifying and safely integrating AI components into autonomous trains. We pursued a two-layered approach:…

Logic in Computer Science · Computer Science 2024-11-22 Jan Gruteser , Jan Roßbach , Fabian Vu , Michael Leuschel

The increasing complexity and scale of modern digital environments have exposed significant gaps in traditional cybersecurity penetration testing methods, which are often time-consuming, labor-intensive, and unable to rapidly adapt to…

Cryptography and Security · Computer Science 2024-09-09 Ibrahim Alshehri , Adnan Alshehri , Abdulrahman Almalki , Majed Bamardouf , Alaqsa Akbar

As AI agents transition from research prototypes to enterprise production systems, the tool interfaces they consume remain rooted in human-oriented CRUD paradigms. This paper identifies five fundamental architectural mismatches between…

Artificial Intelligence · Computer Science 2026-05-12 Kai Pan

Recently, a distributed middleware application called contract automata runtime environment (CARE) has been introduced to realise service applications specified using a dialect of finite-state automata. In this paper, we detail the formal…

Software Engineering · Computer Science 2026-03-11 Davide Basile

Tool-calling is essential for Large Language Model (LLM) agents to complete real-world tasks. While most existing benchmarks assume simple, perfectly documented tools, real-world tools (e.g., general "search" APIs) are often opaque, lacking…

Computation and Language · Computer Science 2026-02-18 Skyler Hallinan , Thejas Venkatesh , Xiang Ren , Sai Praneeth Karimireddy , Ashwin Paranjape , Yuhao Zhang , Jack Hessel

In black-box testing of GUI applications (a form of system testing), a dynamic analysis of the GUI application is used to infer a black-box model; the black-box model is then used to derive test cases for the test of the GUI application. In…

Software Engineering · Computer Science 2012-10-18 Stephan Arlt , Evren Ermis , Sergio Feo-Arenis , Andreas Podelski

Classical opacity theory for discrete-event systems relies strictly on observable event sequences, fundamentally failing to capture security breaches in hybrid architectures where an attacker exploits both classical traces and localized…

Logic in Computer Science · Computer Science 2026-04-21 Sichen Ding , Zhiwu Li
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