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This article introduces ATAB, a tool that automatically generates pairwise reachability checks for action trees. Action trees can be used to study the behaviour of real-world concurrent programs. ATAB encodes pairwise reachability checks…

Logic in Computer Science · Computer Science 2016-04-25 Jonathan Hoyland , Matthew Hague

Behavioral model diagrams, e.g., sequence diagrams, are an essential form of documentation that are typically designed by system engineers from requirements documentation, either fully manually or assisted by design tools. With the growing…

Software Engineering · Computer Science 2025-09-03 Khaled Ahmed , Jialing Song , Boqi Chen , Ou Wei , Bingzhou Zheng

Safety-critical infrastructures must operate safely and reliably. Fault tree analysis is a widespread method used to assess risks in these systems: fault trees (FTs) are required - among others - by the Federal Aviation Authority, the…

Software Engineering · Computer Science 2024-06-04 Stefano M. Nicoletti , E. Moritz Hahn , Marielle Stoelinga

For machine learning components used as part of autonomous systems (AS) in carrying out critical tasks it is crucial that assurance of the models can be maintained in the face of post-deployment changes (such as changes in the operating…

Machine Learning · Computer Science 2024-06-25 Ozan Vardal , Richard Hawkins , Colin Paterson , Chiara Picardi , Daniel Omeiza , Lars Kunze , Ibrahim Habli

In this paper, we solve the problem of finding a certified control policy that drives a robot from any given initial state and under any bounded disturbance to the desired reference trajectory, with guarantees on the convergence or bounds…

Robotics · Computer Science 2020-11-26 Dawei Sun , Susmit Jha , Chuchu Fan

Runtime enforcement is an increasingly popular and effective dynamic validation technique aiming to ensure the correct runtime behavior (w.r.t. a formal specification) of systems using a so-called enforcement monitor. In this paper we…

Software Engineering · Computer Science 2014-06-24 Hadil Charafeddine , Khalil El-Harake , Yliès Falcone , Mohamad Jaber

Runtime monitors assess whether a system is in an unsafe state based on a stream of observations. We study the problem where the system is subject to probabilistic uncertainty and described by a hidden Markov model. A stream of observations…

Formal Languages and Automata Theory · Computer Science 2025-09-22 Luko van der Maas , Sebastian Junges

Autonomous and robotic systems are increasingly being trusted with sensitive activities with potentially serious consequences if that trust is broken. Runtime verification techniques present a natural source of inspiration for monitoring…

Cryptography and Security · Computer Science 2023-10-05 Robert Abela , Christian Colombo , Axel Curmi , Mattea Fenech , Mark Vella , Angelo Ferrando

Monitorability delineates what properties can be verified at runtime. Although many monitorability definitions exist, few are defined explicitly in terms of the guarantees provided by monitors, i.e., the computational entities carrying out…

Logic in Computer Science · Computer Science 2019-06-04 Luca Aceto , Antonis Achilleos , Adrian Francalanza , Anna Ingólfsdóttir , Karoliina Lehtinen

Transactions involving multiple blockchains are implemented by cross-chain protocols. These protocols are based on smart contracts, programs that run on blockchains, executed by a network of computers. Because smart contracts can…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-09 Ritam Ganguly , Yingjie Xue , Aaron Jonckheere , Parker Ljung , Benjamin Schornstein , Borzoo Bonakdarpour , Maurice Herlihy

There is an emerging trend in applying deep learning methods to control complex nonlinear systems. This paper considers enhancing the runtime safety of nonlinear systems controlled by neural networks in the presence of disturbance and…

Systems and Control · Electrical Eng. & Systems 2024-03-26 Jianglin Lan , Siyuan Zhan , Ron Patton , Xianxian Zhao

The behavior of neural networks (NNs) on previously unseen types of data (out-of-distribution or OOD) is typically unpredictable. This can be dangerous if the network's output is used for decision-making in a safety-critical system. Hence,…

Machine Learning · Computer Science 2024-05-20 Muqsit Azeem , Marta Grobelna , Sudeep Kanav , Jan Kretinsky , Stefanie Mohr , Sabine Rieder

Mass customization and shorter manufacturing cycles are becoming more important among small and medium-sized companies. However, classical industrial robots struggle to cope with product variation and dynamic environments. In this paper, we…

Robotics · Computer Science 2024-04-12 Aayush Jain , Philip Long , Valeria Villani , John D. Kelleher , Maria Chiara Leva

Motivated by the challenge presented by non-Markovian objectives in reinforcement learning (RL), we present a novel framework to track and represent the progress of autonomous agents through complex, multi-stage tasks. Given a specification…

Machine Learning · Computer Science 2026-04-21 Noel Brindise , Cedric Langbort , Melkior Ornik

Cyber-physical systems, like Smart Buildings and power plants, have to meet high standards, both in terms of reliability and availability. Such metrics are typically evaluated using Fault trees (FTs) and do not consider maintenance…

Logic in Computer Science · Computer Science 2018-01-15 Nathalie Cauchi , Khaza Anuarul Hoque , Alessandro Abate , Marielle Stoelinga

Chain-of-Thought (CoT) monitoring has emerged as a compelling method for detecting harmful behaviors such as reward hacking for reasoning models, under the assumption that models' reasoning processes are informative of such behaviors. In…

Machine Learning · Computer Science 2026-03-10 Nikolaus Howe , Micah Carroll

With the advancements in modern intelligent technologies, mobile robots equipped with manipulators are increasingly operating in unstructured environments. These robots can plan sequences of actions for long-horizon tasks based on perceived…

Robotics · Computer Science 2025-04-01 Huihui Guo , Huizhang Luo , Huilong Pi , Mingxing Duan , Kenli Li , Chubo Liu

We study the problem of monitoring at runtime whether a system fulfills a specification defined by a hyperproperty, such as linearizability or variants of non-interference. For this purpose, we introduce specifications with both passive and…

Logic in Computer Science · Computer Science 2025-08-05 Marek Chalupa , Thomas A. Henzinger , Ana Oliveira da Costa

Given the inherent non-deterministic nature of machine learning (ML) systems, their behavior in production environments can lead to unforeseen and potentially dangerous outcomes. For a timely detection of unwanted behavior and to prevent…

Software Engineering · Computer Science 2025-10-01 Hira Naveed , John Grundy , Chetan Arora , Hourieh Khalajzadeh , Omar Haggag

A Runtime Verification (RV) framework that supports online, at-speed verification of properties that can change dynamically (during in-field operations) will benefit a large variety of applications. Several state-of-the-art RV frameworks…

Logic in Computer Science · Computer Science 2026-03-23 Chirantan Hebballi , Akash Poptani , Amrutha Benny , Rajshekar Kalayappan , Sandeep Chandran , Ramchandra Phawade