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In the network design phase, designers typically assess the validity of the network configuration on paper. However, the interactions between devices based on network protocols can be complex, making this assessment challenging. Meanwhile,…

Networking and Internet Architecture · Computer Science 2025-11-25 Tomoya Fujita , Hikofumi Suzuki , Shinpei Ogata , Hiroaki Hashiura , Takashi Nagai , Kozo Okano

When network engineers design a network, they need to verify the validity of their design in a test environment. Since testing on actual equipment is expensive and burdensome for engineers, we have proposed automatic verification methods…

Networking and Internet Architecture · Computer Science 2025-11-25 Kosei Nakamura , Hikofumi Suzuki , Shinpei Ogata , Hiroaki Hashiura , Takashi Nagai , Kozo Okano

We present a new method for scaling automatic configuration of computer networks. The key idea is to relax the computationally hard search problem of finding a configuration that satisfies a given specification into an approximate objective…

Networking and Internet Architecture · Computer Science 2022-11-04 Luca Beurer-Kellner , Martin Vechev , Laurent Vanbever , Petar Veličković

The design of complex engineering systems is an often long and articulated process that highly relies on engineers' expertise and professional judgment. As such, the typical pitfalls of activities involving the human factor often manifest…

Computation and Language · Computer Science 2022-11-22 Shaohong Zhong , Andrea Scarinci , Alice Cicirello

As modern networks grow in scale and complexity, manual configuration becomes increasingly inefficient and prone to human error. While intent-driven self-configuration using large language models has shown significant promise, such models…

Networking and Internet Architecture · Computer Science 2025-12-03 Oscar G. Lira , Oscar M. Caicedo , Nelson L. S. Da Fonseca

In model-driven engineering (MDE), UML class diagrams serve as a way to plan and communicate between developers. However, it is complex and resource-consuming. We propose an automated approach for the extraction of UML class diagrams from…

Software Engineering · Computer Science 2022-10-28 Song Yang , Houari Sahraoui

This work introduces a tool for generating runtime configurations automatically from textual requirements stored as artifacts in git repositories (a.k.a. T-Reqs) alongside the software code. The tool leverages T-Reqs-modelled architectural…

Software Engineering · Computer Science 2024-04-29 Abdullatif AlShriaf , Hans-Martin Heyn , Eric Knauss

This paper explores opportunities to utilize Large Language Models (LLMs) to make network configuration human-friendly, simplifying the configuration of network devices and minimizing errors. We examine the effectiveness of these models in…

Networking and Internet Architecture · Computer Science 2023-09-13 Changjie Wang , Mariano Scazzariello , Alireza Farshin , Dejan Kostic , Marco Chiesa

This paper contributes to speeding up the design and deployment of engineering dynamical systems by proposing a strategy for exploiting domain and expert knowledge for the automated generation of a dynamical system computational model…

Computation and Language · Computer Science 2026-04-23 Matthew Anderson Hendricks , Alice Cicirello

Graph-based design languages in UML (Unified Modeling Language) are presented as a method to encode and automate the complete design process and the final optimization of the product or complex system. A design language consists of a…

Software Engineering · Computer Science 2018-05-24 Samuel Vogel , Stephan Rudolph

In object oriented software development, the analysis modeling is concerned with the task of identifying problem level objects along with the relationships between them from software requirements. The software requirements are usually…

Software Engineering · Computer Science 2017-08-08 Jitendra Singh Thakur , Atul Gupta

Context: Processing Software Requirement Specifications (SRS) manually takes a much longer time for requirement analysts in software engineering. Researchers have been working on making an automatic approach to ease this task. Most of the…

Software Engineering · Computer Science 2022-07-27 Sharif Ahmed , Arif Ahmed , Nasir U. Eisty

Design of large software systems requires rigorous application of software engineering methods covering all phases of the software process. Debugging during the early design phases is extremely important, because late bug-fixes are…

Software Engineering · Computer Science 2007-05-23 Johann Schumann

Complex networks have become powerful mechanisms for studying a variety of realworld systems. Consequently, many human-designed network models are proposed that reproduce nontrivial properties of complex networks, such as long-tail degree…

Social and Information Networks · Computer Science 2018-10-05 Niousha Attar , Sadegh Aliakbary

Deep Neural Networks (DNNs) are intensively used to solve a wide variety of complex problems. Although powerful, such systems require manual configuration and tuning. To this end, we view DNNs as configurable systems and propose an…

Machine Learning · Computer Science 2019-04-10 Salah Ghamizi , Maxime Cordy , Mike Papadakis , Yves Le Traon

Analyzing network topologies and communication graphs plays a crucial role in contemporary network management. However, the absence of a cohesive approach leads to a challenging learning curve, heightened errors, and inefficiencies. In this…

Networking and Internet Architecture · Computer Science 2023-08-14 Sathiya Kumaran Mani , Yajie Zhou , Kevin Hsieh , Santiago Segarra , Ranveer Chandra , Srikanth Kandula

The increasing adoption of neural networks in learning-augmented systems highlights the importance of model safety and robustness, particularly in safety-critical domains. Despite progress in the formal verification of neural networks,…

Machine Learning · Computer Science 2024-10-25 Shuowei Jin , Francis Y. Yan , Cheng Tan , Anuj Kalia , Xenofon Foukas , Z. Morley Mao

The Zero-touch Network & Service Management (ZSM) paradigm, a direct response to the increasing complexity of communication networks, is a problem-solving approach. In this paper, taking advantage of recent advances in generative Artificial…

Networking and Internet Architecture · Computer Science 2024-08-27 Oscar G. Lira , Oscar M. Caicedo , Nelson L. S. da Fonseca

Appropriate test case generation is critical in software testing, significantly impacting the quality of the testing. Requirements-Based Test Generation (RBTG) derives test cases from software requirements, aiming to verify whether or not…

Software Engineering · Computer Science 2025-12-09 Zhenzhen Yang , Chenhui Cui , Tao Li , Rubing Huang , Nan Niu , Dave Towey , Shikai Guo

Mapping complex metadata structures is crucial in a number of domains such as data integration, ontology alignment or model management. To speed up that process automatic matching systems were developed to compute mapping suggestions that…

Databases · Computer Science 2011-08-10 Eric Peukert , Julian Eberius , Erhard Rahm
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