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Fuzzing -- whether generating or mutating inputs -- has found many bugs and security vulnerabilities in a wide range of domains. Stateful and highly structured web APIs present significant challenges to traditional fuzzing techniques, as…

Cryptography and Security · Computer Science 2021-12-21 Zac Hatfield-Dodds , Dmitry Dygalo

Artificial Intelligence (AI) or Machine Learning (ML) systems have been widely adopted as value propositions by companies in all industries in order to create or extend the services and products they offer. However, developing AI/ML systems…

Software Engineering · Computer Science 2020-11-10 Elizamary Nascimento , Anh Nguyen-Duc , Ingrid Sundbø , Tayana Conte

Protecting sensitive data is an essential part of security in cloud computing. However, only specific privileged individuals have access to view or interact with this data; therefore, it is unscalable to depend on these individuals also to…

Cryptography and Security · Computer Science 2023-02-06 Dr Anthony L. Faulds

When algorithmic skeletons were first introduced by Cole in late 1980 the idea had an almost immediate success. The skeletal approach has been proved to be effective when application algorithms can be expressed in terms of skeletons…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-12 Patrizio Dazzi

With the increasing capabilities of machine learning systems and their potential use in safety-critical systems, ensuring high-quality data is becoming increasingly important. In this paper we present a novel approach for the assurance of…

Machine Learning · Computer Science 2023-07-18 Christian Sieberichs , Simon Geerkens , Alexander Braun , Thomas Waschulzik

With almost daily improvements in capabilities of artificial intelligence it is more important than ever to develop safety software for use by the AI research community. Building on our previous work on AI Containment Problem we propose a…

Artificial Intelligence · Computer Science 2017-07-27 James Babcock , Janos Kramar , Roman V. Yampolskiy

The increasing number of edge devices with enhanced sensing capabilities, such as smartphones, wearables, and IoT devices equipped with sensors, holds the potential for innovative smart-edge applications in healthcare. These devices…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-29 Patrick Langer , Elgar Fleisch , Filipe Barata

Artificial intelligence agents are increasingly capable of performing complex tasks across various domains. As these agents advance, there is a growing need to accurately measure and benchmark their capabilities, particularly in…

Artificial Intelligence · Computer Science 2024-10-31 Matthew Kenney

Open agentic systems combine LLM-based planning with external capabilities, persistent memory, and privileged execution. They are used in coding assistants, browser copilots, and enterprise automation. OpenClaw is a visible instance of this…

Cryptography and Security · Computer Science 2026-03-30 Shiping Chen , Qin Wang , Guangsheng Yu , Xu Wang , Liming Zhu

While the open-source software development model has led to successful large-scale collaborations in building software systems, data science projects are frequently developed by individuals or small teams. We describe challenges to scaling…

Machine Learning · Computer Science 2021-10-26 Micah J. Smith , Jürgen Cito , Kelvin Lu , Kalyan Veeramachaneni

We outline the principles of classical assurance for computer-based systems that pose significant risks. We then consider application of these principles to systems that employ Artificial Intelligence (AI) and Machine Learning (ML). A key…

Artificial Intelligence · Computer Science 2025-06-04 Robin Bloomfield , John Rushby

Models are used in both Software Engineering (SE) and Artificial Intelligence (AI). SE models may specify the architecture at different levels of abstraction and for addressing different concerns at various stages of the software…

Software Engineering · Computer Science 2022-01-20 Armin Moin , Moharram Challenger , Atta Badii , Stephan Günnemann

For computer software, our security models, policies, mechanisms, and means of assurance were primarily conceived and developed before the end of the 1970's. However, since that time, software has changed radically: it is thousands of times…

Cryptography and Security · Computer Science 2016-11-15 Úlfar Erlingsson

This paper presents a security paradigm for edge devices to defend against various internal and external threats. The first section of the manuscript proposes employing machine learning models to identify MQTT-based (Message Queue Telemetry…

Cryptography and Security · Computer Science 2025-02-11 Sahar L. Qaddoori , Qutaiba I. Ali

Amidst escalating concerns about the detriments inflicted by AI systems, risk management assumes paramount importance, notably for high-risk applications as demanded by the European Union AI Act. Guidelines provided by ISO and NIST aim to…

Computers and Society · Computer Science 2024-06-19 sundaraparipurnan Narayanan , Sandeep Vishwakarma

While advanced machine learning (ML) models are deployed in numerous real-world applications, previous works demonstrate these models have security and privacy vulnerabilities. Various empirical research has been done in this field.…

Cryptography and Security · Computer Science 2023-10-23 Boyang Zhang , Zheng Li , Ziqing Yang , Xinlei He , Michael Backes , Mario Fritz , Yang Zhang

Frontier models are increasingly trained and deployed as autonomous agent. One safety concern is that AI agents might covertly pursue misaligned goals, hiding their true capabilities and objectives - also known as scheming. We study whether…

Artificial Intelligence · Computer Science 2025-01-16 Alexander Meinke , Bronson Schoen , Jérémy Scheurer , Mikita Balesni , Rusheb Shah , Marius Hobbhahn

Developing an error-free spreadsheet has been a problem since the beginning of end-user computing. In this paper, we present a methodology that separates the modeling from the implementation. Using proven techniques from Information Systems…

Software Engineering · Computer Science 2015-06-09 Paul Mireault

Machine learning (ML) models deployed in many safety- and business-critical systems are vulnerable to exploitation through adversarial examples. A large body of academic research has thoroughly explored the causes of these blind spots,…

Cryptography and Security · Computer Science 2020-07-15 Ivan Evtimov , Weidong Cui , Ece Kamar , Emre Kiciman , Tadayoshi Kohno , Jerry Li

Mobile edge computing (MEC) is a promising approach for enabling cloud-computing capabilities at the edge of cellular networks. Nonetheless, security is becoming an increasingly important issue in MEC-based applications. In this paper, we…

Cryptography and Security · Computer Science 2017-09-26 Yuanfang Chen , Yan Zhang , Sabita Maharjan