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Controller synthesis is a theoretical approach to the systematic design of discrete event systems. It constructs a controller to provide feedback and control to the system, ensuring it meets specified control specifications. Traditional…

多智能体系统 · 计算机科学 2025-09-03 Ruohan Huang , Zining Cao

TRUST is an open-source software tool developed for data-driven controller synthesis of dynamical systems with unknown mathematical models, ensuring either stability or safety properties. By collecting only a single input-state trajectory…

系统与控制 · 电气工程与系统科学 2025-03-12 Jamie Gardner , Ben Wooding , Amy Nejati , Abolfazl Lavaei

Safety is a major concern in reinforcement learning (RL): we aim at developing RL systems that not only perform optimally, but are also safe to deploy by providing formal guarantees about their safety. To this end, we introduce…

机器学习 · 计算机科学 2025-10-22 Edwin Hamel-De le Court , Gaspard Ohlmann , Francesco Belardinelli

Estimating worst-case execution times (WCET) is an important activity at early design stages of real-time systems. Based on WCET estimates, engineers make design and implementation decisions to ensure that task executions always complete…

软件工程 · 计算机科学 2023-08-14 Jaekwon Lee , Seung Yeob Shin , Shiva Nejati , Lionel C. Briand , Yago Isasi Parache

The reactive synthesis problem is to find a finite-state controller that satisfies a given temporal-logic specification regardless of how its environment behaves. Developing a formal specification is a challenging and tedious task and…

计算机科学中的逻辑 · 计算机科学 2013-08-20 Rajeev Alur , Salar Moarref , Ufuk Topcu

Probabilistic programs are key to deal with uncertainty in e.g. controller synthesis. They are typically small but intricate. Their development is complex and error prone requiring quantitative reasoning over a myriad of alternative…

软件工程 · 计算机科学 2019-04-30 Milan Češka , Christian Hensel , Sebastian Junges , Joost-Pieter Katoen

In the timeline-based approach to planning, the evolution over time of a set of state variables (the timelines) is governed by a set of temporal constraints. Traditional timeline-based planning systems excel at the integration of planning…

人工智能 · 计算机科学 2024-09-04 Renato Acampora , Luca Geatti , Nicola Gigante , Angelo Montanari , Valentino Picotti

Smart contracts are small but highly error-prone programs that implement agreements between multiple parties. We present a reactive synthesis approach for the automatic construction of smart contract state machines. Towards this end, we…

计算机科学中的逻辑 · 计算机科学 2023-07-28 Bernd Finkbeiner , Jana Hofmann , Florian Kohn , Noemi Passing

Synthetic data generation, leveraging generative machine learning techniques, offers a promising approach to mitigating privacy concerns associated with real-world data usage. Synthetic data closely resembles real-world data while…

机器学习 · 计算机科学 2025-08-25 Weijie Niu , Alberto Huertas Celdran , Karoline Siarsky , Burkhard Stiller

Safe control with guarantees generally requires the system model to be known. It is far more challenging to handle systems with uncertain parameters. In this paper, we propose a generic algorithm that can synthesize and verify safe…

系统与控制 · 电气工程与系统科学 2025-11-12 Simin Liu , Kai S. Yun , John M. Dolan , Changliu Liu

This paper presents an approach for synthesizing provably correct control envelopes for hybrid systems. Control envelopes characterize families of safe controllers and are used to monitor untrusted controllers at runtime. Our algorithm…

系统与控制 · 电气工程与系统科学 2025-02-04 Aditi Kabra , Jonathan Laurent , Stefan Mitsch , André Platzer

Autonomous systems that rely on learned perception can make unsafe decisions when sensor readings are misclassified. We study shielding for this setting: given a proposed action, a shield blocks actions that could violate safety. We…

人工智能 · 计算机科学 2026-04-23 William Scarbro , Ravi Mangal

The dramatic increase of autonomous systems subject to variable environments has given rise to the pressing need to consider risk in both the synthesis and verification of policies for these systems. This paper aims to address a few…

人工智能 · 计算机科学 2022-04-22 Prithvi Akella , Anushri Dixit , Mohamadreza Ahmadi , Joel W. Burdick , Aaron D. Ames

This paper presents (permissive) \emph{Quantitative Strategy Templates} (QaSTels) to succinctly represent infinitely many winning strategies in two-player energy and mean-payoff games. This transfers the recently introduced concept of…

计算机科学与博弈论 · 计算机科学 2025-04-24 Ashwani Anand , Satya Prakash Nayak , Ritam Raha , Irmak Sağlam , Anne-Kathrin Schmuck

Shielding is a popular technique for achieving safe reinforcement learning (RL). However, classical shielding approaches come with quite restrictive assumptions making them difficult to deploy in complex environments, particularly those…

机器学习 · 计算机科学 2024-02-02 Alexander W. Goodall , Francesco Belardinelli

In this paper, we present a provably correct controller synthesis approach for switched stochastic control systems with metric temporal logic (MTL) specifications with provable probabilistic guarantees. We first present the stochastic…

系统与控制 · 电气工程与系统科学 2021-03-29 Zhe Xu , Yichen Zhang

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.…

计算机科学中的逻辑 · 计算机科学 2025-08-01 Andoni Rodriguez , Irfansha Shaik , Davide Corsi , Roy Fox , Cesar Sanchez

In this paper, we present a method and a tool to build symbolic labelled transition systems from B specifications. The tool, called GeneSyst, can take into account refinement levels and can visualize the decomposition of abstract states in…

计算机科学中的逻辑 · 计算机科学 2010-04-12 Didier Bert , Marie-Laure Potet , Nicolas Stouls

In practice, we can not only disable some events, but also enforce the occurrence of some events prior to the occurrence of other events by external control. In this paper, we combine these two control mechanisms to synthesize a more…

系统与控制 · 电气工程与系统科学 2023-01-10 Lin Cao , Shaolong Shu , Feng Lin

As agent capabilities advance, existing benchmarks, such as $\tau^2$-Bench, are becoming increasingly saturated. Yet constructing new benchmark tasks remains complex, costly, and labor-intensive. Moreover, the standard approach, in which…

人工智能 · 计算机科学 2026-05-28 Tomer Keren , Nitay Calderon , Asaf Yehudai , Yotam Perlitz , Michal Shmueli-Scheuer , Roi Reichert