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Graph pooling has gained attention for its ability to obtain effective node and graph representations for various downstream tasks. Despite the recent surge in graph pooling approaches, there is a lack of standardized experimental settings…

机器学习 · 计算机科学 2026-04-03 Pengyun Wang , Junyu Luo , Yanxin Shen , Ming Zhang , Shaoen Qin , Hanwen Xing , Siyu Heng , Xiao Luo

Certifying the robustness of a graph-based machine learning model poses a critical challenge for safety. Current robustness certificates for graph classifiers guarantee output invariance with respect to the total number of node pair flips…

机器学习 · 计算机科学 2023-06-27 Pierre Osselin , Henry Kenlay , Xiaowen Dong

First proposed by Wang and Li in 2007, workflow resiliency is a policy analysis for ensuring that, even when an adversarial environment removes a subset of workers from service, a workflow can still be instantiated to satisfy all the…

密码学与安全 · 计算机科学 2018-09-27 Philip W. L. Fong

This paper is concerned with the calmness of a partial perturbation to the composite rank constraint system, an intersection of the rank constraint set and a general closed set, which is shown to be equivalent to a local Lipschitz-type…

最优化与控制 · 数学 2022-02-08 Yitian Qian , Shaohua Pan , Yulan Liu

A workflow describes the entirety of processing steps in an analysis, such as employed in many fields of physics. Workflow management makes the dependencies between individual steps of a workflow and their computational requirements…

数据分析、统计与概率 · 物理学 2023-09-15 Caspar Schmitt , Boyang Yu , Thomas Kuhr

We present the framework of delta-complete analysis for bounded reachability problems of general hybrid systems. We perform bounded reachability checking through solving delta-decision problems over the reals. The techniques take into…

系统与控制 · 计算机科学 2014-04-30 Sicun Gao , Soonho Kong , Wei Chen , Edmund Clarke

Robustness is a crucial factor for the successful deployment of robots in unstructured environments, particularly in the domain of Simultaneous Localization and Mapping (SLAM). Simulation-based benchmarks have emerged as a highly scalable…

机器人学 · 计算机科学 2024-02-14 Xiaohao Xu , Tianyi Zhang , Sibo Wang , Xiang Li , Yongqi Chen , Ye Li , Bhiksha Raj , Matthew Johnson-Roberson , Xiaonan Huang

We investigate the decidability and complexity status of model-checking problems on unlabelled reachability graphs of Petri nets by considering first-order and modal languages without labels on transitions or atomic propositions on…

计算机科学中的逻辑 · 计算机科学 2015-07-01 Philippe Darondeau , Stephane Demri , Roland Meyer , Christophe Morvan

Hierarchical Petri nets allow a more abstract view and reconfigurable Petri nets model dynamic structural adaptation. In this contribution we present the combination of reconfigurable Petri nets and hierarchical Petri nets yielding…

离散数学 · 计算机科学 2018-02-14 Julia Padberg

In the early two-thousands, Recursive Petri nets have been introduced in order to model distributed planning of multi-agent systems for which counters and recursivity were necessary. Although Recursive Petri nets strictly extend Petri nets…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Alain Finkel , Serge Haddad , Igor Khmelnitsky

Concurrency is an important aspect of Petri nets to describe and simulate the behavior of complex systems. Knowing which places and transitions could be executed in parallel helps to understand nets and enables analysis techniques and the…

数据结构与算法 · 计算机科学 2026-02-04 Thomas M. Prinz , Julien Klaus , Nick R. T. P. van Beest

Security assessment of large-scale, strongly nonlinear power grids containing thousands to millions of interacting components is a computationally expensive task. Targeting at reducing the computational cost, this paper introduces a…

系统与控制 · 计算机科学 2017-11-01 Thanh Long Vu , Konstantin Turitsyn

We introduce a new consistency-based approach for defining and solving nonnegative/positive matrix and tensor completion problems. The novelty of the framework is that instead of artificially making the problem well-posed in the form of an…

信息检索 · 计算机科学 2023-10-18 Tung Nguyen , Jeffrey Uhlmann

Verification of deep neural networks has witnessed a recent surge of interest, fueled by success stories in diverse domains and by abreast concerns about safety and security in envisaged applications. Complexity and sheer size of such…

机器学习 · 计算机科学 2020-03-18 Dario Guidotti , Francesco Leofante , Luca Pulina , Armando Tacchella

We introduce negotiations, a model of concurrency close to Petri nets, with multiparty negotiation as primitive. We study the problems of soundness of negotiations and of, given a negotiation with possibly many steps, computing a summary,…

计算机科学中的逻辑 · 计算机科学 2013-07-09 Javier Esparza , Joerg Desel

Petri net synthesis consists in deciding for a given transition system $A$ whether there exists a Petri net $N$ whose reachability graph is isomorphic to $A$. Several works examined the synthesis of Petri net subclasses that restrict, for…

形式语言与自动机理论 · 计算机科学 2023-06-22 Raymond Devillers , Ronny Tredup

We study the reachability problem for communicating timed processes, both in discrete and dense time. Our model comprises automata with local timing constraints communicating over unbounded FIFO channels. Each automaton can only access its…

计算机科学中的逻辑 · 计算机科学 2015-03-20 Lorenzo Clemente , Frédéric Herbreteau , Amélie Stainer , Grégoire Sutre

From data centers to IoT devices to Internet-based applications, overlay networks have become an important part of modern computing. Many of these overlay networks operate in fragile environments where processes are susceptible to faults…

分布式、并行与集群计算 · 计算机科学 2021-09-30 Andrew Berns

Open forms of global constraints allow the addition of new variables to an argument during the execution of a constraint program. Such forms are needed for difficult constraint programming problems where problem construction and problem…

计算机科学中的逻辑 · 计算机科学 2021-02-16 Michael J. Maher

Negotiations are a formalism for describing multiparty distributed cooperation. Alternatively, they can be seen as a model of concurrency with synchronized choice as communication primitive. Well-designed negotiations must be sound, meaning…

形式语言与自动机理论 · 计算机科学 2023-06-22 Javier Esparza , Denis Kuperberg , Anca Muscholl , Igor Walukiewicz