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We illustrate how purpose-specific, graphical modeling enables application experts with different levels of expertise to collaboratively design and then produce complex applications using their individual, purpose-specific modeling…

Cloud modelling languages (CMLs) are designed to assist customers in tackling the diversity of services in the cloud market. While many CMLs have been proposed in the literature, they lack practical support for automating the selection of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-31 Abdessalam Elhabbash , Assylbek Jumagaliyev , Gordon S. Blair , Yehia Elkhatib

Software applications often pose barriers for users with accessibility needs, e.g., visual impairments. Model-driven engineering (MDE), with its systematic nature of code derivation, offers systematic methods to integrate accessibility…

Software Engineering · Computer Science 2025-10-09 Judith Michael , Lukas Netz , Bernhard Rumpe , Ingo Müller , John Grundy , Shavindra Wickramathilaka , Hourieh Khalajzadeh

In the rapidly advancing field of multi-modal machine learning (MMML), the convergence of multiple data modalities has the potential to reshape various applications. This paper presents a comprehensive overview of the current state,…

Machine Learning · Computer Science 2023-07-31 Binyang Song , Rui Zhou , Faez Ahmed

The rising importance of 3D understanding, pivotal in computer vision, autonomous driving, and robotics, is evident. However, a prevailing trend, which straightforwardly resorted to transferring 2D alignment strategies to the 3D domain,…

Computer Vision and Pattern Recognition · Computer Science 2024-01-26 Jiayi Ji , Haowei Wang , Changli Wu , Yiwei Ma , Xiaoshuai Sun , Rongrong Ji

The use of diverse mobile applications among senior users is becoming increasingly widespread. However, many of these apps contain accessibility problems that result in negative user experiences for seniors. A key reason is that software…

Software Engineering · Computer Science 2025-07-29 Shavindra Wickramathilaka , John Grundy , Kashumi Madampe , Omar Haggag

Managing models in a consistent manner is an important task in the field of Model-Driven Engineering (MDE). Although restoring and maintaining consistency is desired in general, recent work has pointed out that always strictly enforcing…

Software Engineering · Computer Science 2021-06-03 Nils Weidmann , Suganya Kannan , Anthony Anjorin

The development of Machine Learning (ML) based systems is complex and requires multidisciplinary teams with diverse skill sets. This may lead to communication issues or misapplication of best practices. Process models can alleviate these…

Software Engineering · Computer Science 2024-08-29 Sergio Morales , Robert Clarisó , Jordi Cabot

Several queries and scores have recently been proposed to explain individual predictions over ML models. Given the need for flexible, reliable, and easy-to-apply interpretability methods for ML models, we foresee the need for developing…

Artificial Intelligence · Computer Science 2021-11-16 Marcelo Arenas , Daniel Baez , Pablo Barceló , Jorge Pérez , Bernardo Subercaseaux

Modeling and Simulation (M&S) for system design and prototyping is practiced today both in the industry and academia. M&S are two different areas altogether and have specific objectives. However, most of the times these two separate areas…

Software Engineering · Computer Science 2024-07-12 José L. Risco-Martín , J. M. Cruz , Saurabh Mittal , Bernard P. Zeigler

Model-driven engineering (MDE) provides tools and methods for the manipulation of formal models. In this letter, we leverage MDE for the transformation of production system models into flat files that are understood by general purpose…

Systems and Control · Electrical Eng. & Systems 2019-11-14 Bernhard Wally , Jirí Vyskočil , Petr Novák , Christian Huemer , Radek Šindelář , Petr Kadera , Alexandra Mazak , Manuel Wimmer

By adequate employing of complex event processing (CEP), valuable information can be extracted from the underlying complex system and used in controlling and decision situations. An example application area is management of IT systems for…

Software Engineering · Computer Science 2012-08-02 Istvan David

AnyMOD.jl is a Julia framework for creating large-scale energy system models with multiple periods of capacity expansion. It applies a novel graphbased approach that was developed to address the challenges in modeling high levels of…

Physics and Society · Physics 2022-12-21 Leonard Göke

When programming resource-scarce embedded smart devices, the designer often requires both the low-level system programming features of a language such as C and higher level capability typical of a language like Java. The choice of a…

Programming Languages · Computer Science 2019-10-09 Vincenzo De Florio , Chris Blondia

Working with complex, high-level MOEA meta-models such as Multiobjec-tive Optimization Hierarchic Genetic Strategy (MO-mHGS) with multi-deme support usually requires dedicated implementation and configuration for each internal (single-deme)…

Neural and Evolutionary Computing · Computer Science 2019-12-17 Michał Idzik

In recent years, large language models have achieved breakthroughs on a wide range of benchmarks in natural language processing and continue to increase in performance. Recently, the advances of large language models have raised interest…

Computation and Language · Computer Science 2025-03-18 Jan Göpfert , Jann M. Weinand , Patrick Kuckertz , Detlef Stolten

The advent of large language models (LLMs) revolutionized natural language processing applications, and running LLMs on edge devices has become increasingly attractive for reasons including reduced latency, data localization, and…

Computation and Language · Computer Science 2024-09-17 Jiajun Xu , Zhiyuan Li , Wei Chen , Qun Wang , Xin Gao , Qi Cai , Ziyuan Ling

Large Language Models (LLMs) are transformative not only for daily activities but also for engineering tasks. However, current evaluations of LLMs in engineering exhibit two critical shortcomings: (i) the reliance on simplified use cases,…

Artificial Intelligence · Computer Science 2025-05-21 Rene Heesch , Sebastian Eilermann , Alexander Windmann , Alexander Diedrich , Philipp Rosenthal , Oliver Niggemann

The rapid emergence of foundation models, particularly Large Language Models (LLMs) and Vision-Language Models (VLMs), has introduced a transformative paradigm in robotics. These models offer powerful capabilities in semantic understanding,…

Robotics · Computer Science 2025-07-15 Muhammad Tayyab Khan , Ammar Waheed

Recent advances in vision-language models have significantly expanded the frontiers of automated image analysis. However, applying these models in safety-critical contexts remains challenging due to the complex relationships between…

Computer Vision and Pattern Recognition · Computer Science 2025-09-22 Muhammad Imran , Yugyung Lee