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Time-Sensitive Networking (TSN) is a set of standards that provide low-latency, high-reliability guarantees for the transmission of traffic in networks, and it is becoming an accepted solution for complex time-critical systems such as those…

网络与互联网体系结构 · 计算机科学 2024-12-31 Zitong Wang , Feng Luo , Yunpeng Li , Haotian Gan , Lei Zhu

This paper proposes a thought experiment to search for efficient bounded algorithms of NPC problems by machine enumeration. The key contributions are: -- On Universal Turing Machines, a program's time complexity should be characterized as:…

计算复杂性 · 计算机科学 2012-10-09 YuQian Zhou

In areas such as computer software and hardware, manufacturing systems, and transportation, engineers encounter networks with arbitrarily large numbers of isomorphic subprocesses. Parameterized systems provide a framework for modeling such…

形式语言与自动机理论 · 计算机科学 2016-10-03 M. H. Zibaeenejad , J. G. Thistle

We investigate classes of systems based on different interaction patterns with the aim of achieving distributability. As our system model we use Petri nets. In Petri nets, an inherent concept of simultaneity is built in, since when a…

计算机科学中的逻辑 · 计算机科学 2009-01-05 Rob van Glabbeek , Ursula Goltz , Jens-Wolfhard Schicke

Non-interference, in transitive or intransitive form, is defined here over unbounded (Place/Transition) Petri nets. The definitions are adaptations of similar, well-accepted definitions introduced earlier in the framework of labelled…

密码学与安全 · 计算机科学 2011-03-01 Eike Best , Philippe Darondeau , Roberto Gorrieri

We determine the complexity of counting models of bounded size of specifications expressed in Linear-time Temporal Logic. Counting word models is #P-complete, if the bound is given in unary, and as hard as counting accepting runs of…

计算机科学中的逻辑 · 计算机科学 2014-10-07 Hazem Torfah , Martin Zimmermann

In 2005 Kumar studied the Restricted Disjunctive Temporal Problem (RDTP), a restricted but very expressive class of disjunctive temporal problems (DTPs). It was shown that that RDTPs are solvable in deterministic strongly-polynomial time by…

计算复杂性 · 计算机科学 2018-08-07 Carlo Comin , Romeo Rizzi

A long-standing proposition is that by emulating the operation of the brain's neocortex, a spiking neural network (SNN) can achieve similar desirable features: flexible learning, speed, and efficiency. Temporal neural networks (TNNs) are…

神经与进化计算 · 计算机科学 2021-02-24 James E. Smith

Physics Informed Neural Networks (PINNs) have been achieving ever newer feats of solving complicated PDEs numerically while offering an attractive trade-off between accuracy and speed of inference. A particularly challenging aspect of PDEs…

机器学习 · 计算机科学 2024-04-03 Dibyakanti Kumar , Anirbit Mukherjee

In many complex systems that can be modeled using Petri nets time can be a very important factor which should be taken into account during creation and analysis of the model. Time data can describe starting moments of some actions or their…

形式语言与自动机理论 · 计算机科学 2024-05-16 Marcin Radom , Piotr Formanowicz

In this paper, we investigate the verification of quantized Graph Neural Networks (GNNs), where some fixed-width arithmetic is used to represent numbers. We introduce the linear-constrained validity (LVP) problem for verifying GNNs…

计算机科学中的逻辑 · 计算机科学 2025-08-14 Marco Sälzer , François Schwarzentruber , Nicolas Troquard

We study the reachability problem for networks of timed communicating processes. Each process is a timed automaton communicating with other processes by exchanging messages over unbounded FIFO channels. Messages carry clocks which are…

形式语言与自动机理论 · 计算机科学 2018-04-24 Lorenzo Clemente

We investigate the complexity of the reachability problem for (deep) neural networks: does it compute valid output given some valid input? It was recently claimed that the problem is NP-complete for general neural networks and conjunctive…

计算复杂性 · 计算机科学 2022-03-16 Marco Sälzer , Martin Lange

Reachability and LTL model-checking problems for flat counter systems are known to be decidable but whereas the reachability problem can be shown in NP, the best known complexity upper bound for the latter problem is made of a tower of…

计算机科学中的逻辑 · 计算机科学 2015-03-20 Stéphane Demri , Amit Kumar Dhar , Arnaud sangnier

Petri nets are a mathematical language for modeling and reasoning about distributed systems. In this paper we propose an approach to Petri nets for embedding reversibility, i.e., the ability of reversing an executed sequence of operations…

计算机科学中的逻辑 · 计算机科学 2020-10-09 Anna Philippou , Kyriaki Psara

Detectability describes the property of an system whose current and the subsequent states can be uniquely determined after a finite number of observations. In this paper, we relax detectability to C-detectability that only requires a given…

系统与控制 · 电气工程与系统科学 2020-11-25 Hao Lan , Yin Tong , Jin Guo , Carla Seatzu

While model checking PCTL for Markov chains is decidable in polynomial-time, the decidability of PCTL satisfiability, as well as its finite model property, are long standing open problems. While general satisfiability is an intriguing…

计算机科学中的逻辑 · 计算机科学 2015-03-20 Nathalie Bertrand , John Fearnley , Sven Schewe

Metric Temporal Logic (MTL) is a prominent specification formalism for real-time systems. In this paper, we show that the satisfiability problem for MTL over finite timed words is decidable, with non-primitive recursive complexity. We also…

计算机科学中的逻辑 · 计算机科学 2017-01-11 Joel Ouaknine , James Worrell

We investigate the complexity of the reachability problem for (deep) neural networks: does it compute valid output given some valid input? It was recently claimed that the problem is NP-complete for general neural networks and…

计算复杂性 · 计算机科学 2026-04-08 Marco Sälzer , Martin Lange

Binary Neural Networks (BNNs) offer a low-complexity and energy-efficient alternative to traditional full-precision neural networks by constraining their weights and activations to binary values. However, their discrete, highly non-linear…

机器学习 · 计算机科学 2026-02-16 Mohamed Tarraf , Alex Chan , Alex Yakovlev , Rishad Shafik