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The time series classification literature has expanded rapidly over the last decade, with many new classification approaches published each year. Prior research has mostly focused on improving the accuracy and efficiency of classifiers,…

机器学习 · 计算机科学 2020-06-03 Thach Le Nguyen , Severin Gsponer , Iulia Ilie , Martin O'Reilly , Georgiana Ifrim

We introduce a framework for learning continuous neural representations of formal specifications by distilling the geometry of their semantics into a latent space. Existing approaches rely either on symbolic kernels -- which preserve…

计算与语言 · 计算机科学 2026-03-06 Sara Candussio , Gabriele Sarti , Gaia Saveri , Luca Bortolussi

Continuous representations of logic formulae allow us to integrate symbolic knowledge into data-driven learning algorithms. If such embeddings are semantically consistent, i.e. if similar specifications are mapped into nearby vectors, they…

计算与语言 · 计算机科学 2025-09-17 Sara Candussio , Gaia Saveri , Gabriele Sarti , Luca Bortolussi

We extend previous work on symbolic self-triggered control for non-deterministic continuous-time nonlinear systems without stability assumptions to a larger class of specifications. Our goal is to synthesise a controller for two objectives:…

系统与控制 · 电气工程与系统科学 2021-12-21 Sasinee Pruekprasert , Clovis Eberhart , Jérémy Dubut

Recent literature has shown how linear time-invariant (LTI) systems can be represented by trajectories features, that is relying on a single input-output (IO) data dictionary to span all possible system trajectories, as long as the input is…

系统与控制 · 电气工程与系统科学 2023-09-18 Marcelo Menezes Morato , Julio Elias Normey-Rico , Olivier Sename

Distributed systems are critical to reliable and scalable computing; however, they are complicated in nature and prone to bugs. To modularly manage this complexity, network middleware has been traditionally built in layered stacks of…

编程语言 · 计算机科学 2020-04-06 Jeremiah Griffin , Mohsen Lesani , Narges Shadab , Xizhe Yin

We consider the notion of resilience for cyber-physical systems, that is, the ability of the system to withstand adverse events while maintaining acceptable functionality. We use finite temporal logic to express the requirements on the…

系统与控制 · 电气工程与系统科学 2024-05-01 Adnane Saoud , Pushpak Jagtap , Sadegh Soudjani

This paper presents an algorithmic framework for control synthesis of continuous dynamical systems subject to signal temporal logic (STL) specifications. We propose a novel algorithm to obtain a time-partitioned finite automaton from an STL…

系统与控制 · 电气工程与系统科学 2022-10-05 Qi Heng Ho , Roland B. Ilyes , Zachary N. Sunberg , Morteza Lahijanian

Control systems that satisfy temporal logic specifications have become increasingly popular due to their applicability to robotic systems. Existing control methods, however, are computationally demanding, especially when the problem size…

系统与控制 · 计算机科学 2019-01-16 Lars Lindemann , Dimos V. Dimarogonas

TimeML is an XML-based schema for annotating temporal information over discourse. The standard has been used to annotate a variety of resources and is followed by a number of tools, the creation of which constitute hundreds of thousands of…

计算与语言 · 计算机科学 2013-04-30 Leon Derczynski , Hector Llorens , Naushad UzZaman

One of the main barriers preventing widespread use of formal methods is the elicitation of formal specifications. Formal specifications facilitate the testing and verification process for safety critical robotic systems. However, handling…

软件工程 · 计算机科学 2016-11-15 Bardh Hoxha , Nikolaos Mavridis , Georgios Fainekos

Many safety-critical systems must achieve high-level task specifications with guaranteed safety and correctness. Much recent progress towards this goal has been made through controller synthesis from signal temporal logic (STL)…

机器人学 · 计算机科学 2018-10-23 Rafael Rodrigues da Silva , Hai Lin

Given a formula in a temporal logic such as LTL or MTL, a fundamental problem is the complexity of evaluating the formula on a given finite word. For LTL, the complexity of this task was recently shown to be in NC. In this paper, we present…

计算机科学中的逻辑 · 计算机科学 2014-04-29 Daniel Bundala , Joël Ouaknine

Probabilistic Computation Tree Logic (PCTL) and Continuous Stochastic Logic (CSL) are often used to describe specifications of probabilistic properties for discrete time and continuous time, respectively. In PCTL and CSL, the possibility of…

计算机科学中的逻辑 · 计算机科学 2011-11-15 Takashi Tomita , Shigeki Hagihara , Naoki Yonezaki

The Lamport diagram is a pervasive and intuitive tool for informal reasoning about "happens-before" relationships in a concurrent system. However, traditional axiomatic formalizations of Lamport diagrams can be painful to work with in a…

编程语言 · 计算机科学 2024-05-16 Jonathan Castello , Patrick Redmond , Lindsey Kuper

Temporal logic is a concise way of specifying complex tasks. But motion planning to achieve temporal logic specifications is difficult, and existing methods struggle to scale to complex specifications and high-dimensional system dynamics.…

机器人学 · 计算机科学 2023-06-02 Vince Kurtz , Hai Lin

Autonomous driving functions (ADFs) in public traffic have to comply with complex system requirements that are based on knowledge of experts from different disciplines, e.g., lawyers, safety experts, psychologists. In this paper, we present…

计算机科学中的逻辑 · 计算机科学 2022-09-29 Dominik Grundt , Anna Köhne , Ishan Saxena , Ralf Stemmer , Bernd Westphal , Eike Möhlmann

Timing side-channel attacks exploit variations in program execution time to recover sensitive information. Cryptographic implementations are especially vulnerable to these attacks, since even small timing differences in operations such as…

密码学与安全 · 计算机科学 2026-04-21 Nges Brian Njungle , Edwin P. Kayang , Mishel J. Paul , Michel A. Kinsy

Nowadays, numerous services based on large-scale distributed systems have been developed to boost the convenience of human life. On the other side, it becomes a significant challenge to ensure the correctness and properties of these systems…

计算机科学中的逻辑 · 计算机科学 2020-07-28 Yepeng Ding , Hiroyuki Sato

In this work, we report our efforts to advance the standard operation procedure of developing Large Language Models (LLMs) or LLMs-based systems or services in industry. We introduce the concept of Large Language Model Development Lifecycle…

计算与语言 · 计算机科学 2024-08-12 Fufangchen Zhao , Guoqiang Jin , Rui Zhao , Jiangheng Huang , Fei Tan