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Related papers: Synthesis of Admissible Shields

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Scalability issues may prevent users from verifying critical properties of a complex hardware design. In this situation, we propose to synthesize a "safety shield" that is attached to the design to enforce the properties at run time. Shield…

Logic in Computer Science · Computer Science 2015-01-19 Roderick Bloem , Bettina Koenighofer , Robert Koenighofer , Chao Wang

Erroneous behaviour in safety critical real-time systems may inflict serious consequences. In this paper, we show how to synthesize timed shields from timed safety properties given as timed automata. A timed shield enforces the safety of a…

Logic in Computer Science · Computer Science 2020-07-01 Roderick Bloem , Peter Gjøl Jensen , Bettina Könighofer , Kim Guldstrand Larsen , Florian Lorber , Alexander Palmisano

Cyber-physical systems are often safety-critical in that violations of safety properties may lead to catastrophes. We propose a method to enforce the safety of systems with real-valued signals by synthesizing a runtime enforcer called the…

Logic in Computer Science · Computer Science 2019-08-16 Meng Wu , Jingbo Wang , Jyotirmoy Deshmukh , Chao Wang

A shield is attached to a system to guarantee safety by correcting the system's behavior at runtime. Existing methods that employ design-time synthesis of shields do not scale to multi-agent systems. Moreover, such shields are typically…

Systems and Control · Electrical Eng. & Systems 2020-03-02 Dhananjay Raju , Suda Bharadwaj , Ufuk Topcu

A system with sporadic errors (SSE) is a controller which produces high quality output but it may occasionally violate a critical requirement REQ(I,O). A run-time enforcement shield is a controller which takes (I,O) (coming from SSE) as its…

Logic in Computer Science · Computer Science 2019-09-19 Paritosh K. Pandya , Amol Wakankar

With the increasing use of neural policies in control systems, ensuring their safety and reliability has become a critical software engineering task. One prevalent approach to ensuring the safety of neural policies is to deploy programmatic…

Software Engineering · Computer Science 2025-10-24 Jieke Shi , Junda He , Zhou Yang , Đorđe Žikelić , David Lo

We present Tempest, a synthesis tool to automatically create correct-by-construction reactive systems and shields from qualitative or quantitative specifications in probabilistic environments. A shield is a special type of reactive system…

Logic in Computer Science · Computer Science 2021-05-27 Stefan Pranger , Bettina Könighofer , Lukas Posch , Roderick Bloem

Agents operating in physical environments need to be able to handle delays in the input and output signals since neither data transmission nor sensing or actuating the environment are instantaneous. Shields are correct-by-construction…

Artificial Intelligence · Computer Science 2023-07-06 Filip Cano Córdoba , Alexander Palmisano , Martin Fränzle , Roderick Bloem , Bettina Könighofer

We consider the problem of synthesizing safety strategies for control systems, also known as shields. Since the state space is infinite, shields are typically computed over a finite-state abstraction, with the most common abstraction being…

Logic in Computer Science · Computer Science 2025-01-03 Asger Horn Brorholt , Andreas Holck Høeg-Petersen , Kim Guldstrand Larsen , Christian Schilling

A smart grid is a widely distributed engineering system with overhead transmission lines. Physical damage to these power lines, from natural calamities or technical failures, will disrupt the functional integrity of the grid. To ensure the…

Signal Processing · Electrical Eng. & Systems 2019-11-07 M. Ashiqur Rahman , Rahat Masum , Matthew Anderson , Steven L. Drager

In this paper, we introduce a novel rule for synthesis of reactive systems, applicable to systems made of n components which have each their own objectives. It is based on the notion of admissible strategies. We compare our novel rule with…

Logic in Computer Science · Computer Science 2015-07-03 Romain Brenguier , Jean-François Raskin , Ocan Sankur

In recent years, Machine Learning (ML) models have achieved remarkable success in various domains. However, these models also tend to demonstrate unsafe behaviors, precluding their deployment in safety-critical systems. To cope with this…

Logic in Computer Science · Computer Science 2025-02-17 Andoni Rodriguez , Guy Amir , Davide Corsi , Cesar Sanchez , Guy Katz

We propose an adversarial, time-varying test-synthesis procedure for safety-critical systems without requiring specific knowledge of the underlying controller steering the system. From a broader test and evaluation context, determination of…

Systems and Control · Electrical Eng. & Systems 2024-02-15 Prithvi Akella , Mohamadreza Ahmadi , Richard M. Murray , Aaron D. Ames

Reactive synthesis is a framework for modeling and automatically synthesizing strategies in robotics, typically through computing a \emph{winning} strategy in a 2-player game between the robot and the environment. Winning strategies,…

Robotics · Computer Science 2024-10-14 Karan Muvvala , Morteza Lahijanian

Agents controlled by the output of reinforcement learning (RL) algorithms often transition to unsafe states, particularly in uncertain and partially observable environments. Partially observable Markov decision processes (POMDPs) provide a…

Systems and Control · Electrical Eng. & Systems 2025-09-16 Steven Carr , Georgios Bakirtzis , Ufuk Topcu

Shielding has emerged as a promising approach for ensuring safety of AI-controlled autonomous systems. The algorithmic goal is to compute a shield, which is a runtime safety enforcement tool that needs to monitor and intervene the AI…

Artificial Intelligence · Computer Science 2025-05-29 Davide Corsi , Kaushik Mallik , Andoni Rodriguez , Cesar Sanchez

Safe and optimal controller synthesis for switched-controlled hybrid systems, which combine differential equations and discrete changes of the system's state, is known to be intricately hard. Reinforcement learning has been leveraged to…

Logic in Computer Science · Computer Science 2023-12-15 Asger Horn Brorholt , Peter Gjøl Jensen , Kim Guldstrand Larsen , Florian Lorber , Christian Schilling

With the rapid progress in diffusion models, image synthesis has advanced to the stage of zero-shot image-to-image generation, where high-fidelity replication of facial identities or artistic styles can be achieved using just one portrait…

Computer Vision and Pattern Recognition · Computer Science 2025-12-02 Jun Jia , Hongyi Miao , Yingjie Zhou , Wangqiu Zhou , Jianbo Zhang , Linhan Cao , Dandan Zhu , Hua Yang , Xiongkuo Min , Wei Sun , Guangtao Zhai

Safe Reinforcement Learning focuses on developing optimal policies while ensuring safety. A popular method to address such task is shielding, in which a correct-by-construction safety component is synthesized from logical specifications.…

Logic in Computer Science · Computer Science 2025-08-01 Andoni Rodriguez , Irfansha Shaik , Davide Corsi , Roy Fox , Cesar Sanchez

In this paper, we propose an approach for synthesizing provable reach-avoid controllers, which drive a deterministic system operating in an unknown environment to safely reach a desired target set. The approach falls within the reachability…

Systems and Control · Electrical Eng. & Systems 2023-04-25 Jianqiang Ding , Taoran Wu , Yuping Qian , Lijun Zhang , Bai Xue
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