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This vision paper presents initial research on assessing the robustness and reliability of AI-enabled systems, and key factors in ensuring their safety and effectiveness in practical applications, including a focus on accountability. By…

Software Engineering · Computer Science 2025-06-23 Filippo Scaramuzza , Damian A. Tamburri , Willem-Jan van den Heuvel

Rust is a programming language that combines memory safety and low-level control, providing C-like performance while guaranteeing the absence of undefined behaviors by default. Rust's growing popularity has prompted research on safe and…

Programming Languages · Computer Science 2024-05-28 Aidan Z. H. Yang , Yoshiki Takashima , Brandon Paulsen , Josiah Dodds , Daniel Kroening

A runtime assurance system (RTA) for a given plant enables the exercise of an untrusted or experimental controller while assuring safety with a backup (or safety) controller. The relevant computational design problem is to create a logic…

Systems and Control · Electrical Eng. & Systems 2023-10-09 Kristina Miller , Christopher K. Zeitler , William Shen , Kerianne Hobbs , Sayan Mitra , John Schierman , Mahesh Viswanathan

Rust is a memory-safe language, and its strong safety guarantees combined with high performance have been attracting widespread adoption in systems programming and security-critical applications. However, Rust permits the use of unsafe…

Cryptography and Security · Computer Science 2025-09-23 Tianrou Xia , Kaiming Huang , Dongyeon Yu , Yuseok Jeon , Jie Zhou , Dinghao Wu , Taegyu Kim

Rust is a popular memory-safe systems programming language. In order to interact with hardware or call into non-Rust libraries, Rust provides \emph{unsafe} language features that shift responsibility for ensuring memory safety to the…

Cryptography and Security · Computer Science 2025-10-09 Merve Gülmez , Thomas Nyman , Christoph Baumann , Jan Tobias Mühlberg

With the advancements in machine learning (ML) methods and compute resources, artificial intelligence (AI) empowered systems are becoming a prevailing technology. However, current AI technology such as deep learning is not flawless. The…

Machine Learning · Computer Science 2023-01-10 Pin-Yu Chen , Payel Das

We present ConSORT, a type system for safety verification in the presence of mutability and aliasing. Mutability requires strong updates to model changing invariants during program execution, but aliasing between pointers makes it difficult…

Programming Languages · Computer Science 2020-02-19 John Toman , Ren Siqi , Kohei Suenaga , Atsushi Igarashi , Naoki Kobayashi

Random testing (RT) is a black-box software testing technique that tests programs by generating random test inputs. It is a widely used technique for software quality assurance, but there has been much debate by practitioners concerning its…

Software Engineering · Computer Science 2019-10-01 Jinfu Chen , Hilary Ackah-Arthur , Chengying Mao , Patrick Kwaku Kudjo

Memory safety vulnerabilities remain prevalent in today's software systems and one promising solution to mitigate them is to adopt memory-safe languages such as Rust. Due to legacy code written in memory unsafe C, there is strong motivation…

Software Engineering · Computer Science 2025-12-11 Momoko Shiraishi , Yinzhi Cao , Takahiro Shinagawa

Bento provides a new approach to developing file systems, with safety and high-velocity development in mind. This is achieved by using Rust, a modern and memory-safe systems programming language, and by providing a framework to run a single…

Operating Systems · Computer Science 2021-12-15 Peter-Jan Gootzen , Animesh Trivedi

Autonomous systems with cognitive features are on their way into the market. Within complex environments, they promise to implement complex and goal oriented behavior even in a safety related context. This behavior is based on a certain…

Artificial Intelligence · Computer Science 2020-02-20 Henrik J. Putzer , Ernest Wozniak

C/C++ is a prevalent programming language. Yet, it suffers from significant memory and thread-safety issues. Recent studies have explored automated translation of C/C++ to safer languages, such as Rust. However, these studies focused mostly…

Software Engineering · Computer Science 2026-02-03 Biruk Tadesse , Vikram Nitin , Mazin Salah , Baishakhi Ray , Marcelo d'Amorim , Wesley Assunção

In the last years, AI systems, in particular neural networks, have seen a tremendous increase in performance, and they are now used in a broad range of applications. Unlike classical symbolic AI systems, neural networks are trained using…

Computer Vision and Pattern Recognition · Computer Science 2021-08-16 Christian Berghoff , Pavol Bielik , Matthias Neu , Petar Tsankov , Arndt von Twickel

Rust is a memory-safe programming language that significantly improves software security. Existing codebases written in unsafe memory languages, such as C, must first be transpiled to Rust to take advantage of Rust's improved safety…

Software Engineering · Computer Science 2025-10-10 Yubo Bai , Tapti Palit

The Rust programming language is increasingly being considered for safety-critical system development. However, established safety standards such as ISO 26262 require the use of coding guidelines that do not yet exist for Rust. This paper…

Software Engineering · Computer Science 2026-05-25 Marius Molz , Niels Schneider , Sven Lechner , Stefan Kowalewski , Alexandru Kampmann

\emph{Session types} have proved viable in expressing and verifying the protocols of message-passing systems. While message passing is a dominant concurrency paradigm in practice, real world software is written without session types. A…

Programming Languages · Computer Science 2022-06-01 Ruo Fei Chen , Stephanie Balzer , Bernardo Toninho

Assurance cases are used to communicate and assess confidence in critical system properties such as safety and security. Historically, assurance cases have been manually created documents, which are evaluated by system stakeholders through…

Software Engineering · Computer Science 2024-06-11 Ran Wei , Simon Foster , Haitao Mei , Fang Yan , Ruizhe Yang , Ibrahim Habli , Colin O'Halloran , Nick Tudor , Tim Kelly , Yakoub Nemouchi

Reinforcement Learning (RL) has shown remarkable success in solving relatively complex tasks, yet the deployment of RL systems in real-world scenarios poses significant challenges related to safety and robustness. This paper aims to…

Machine Learning · Computer Science 2024-04-02 Taku Yamagata , Raul Santos-Rodriguez

The increasing popularity of the Rust programming language in building robotic applications using the Robot Operating System (ROS 2) raises questions about its real-time execution capabilities, particularly when employing asynchronous…

Software Engineering · Computer Science 2025-07-29 Martin Škoudlil , Michal Sojka , Zdeněk Hanzálek

AI IDEs and coding agents compress discovery, fetch, workspace open, installation, and execution into one low-observability loop. Existing defenses such as provenance frameworks, package and repository firewalls, runtime protection, and…

Cryptography and Security · Computer Science 2026-04-09 Jepson Taylor , Chris Brousseau , Jordan Hildebrandt , Kelli Quinn