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Multi-task learning (MTL) enables simultaneous training across related tasks, leveraging shared information to improve generalization, efficiency, and robustness, especially in data-scarce or high-dimensional scenarios. While deep learning…

Machine Learning · Computer Science 2025-10-31 Fatemeh Bazikar , Hossein Moosaei , Atefeh Hemmati , Panos M. Pardalos

Empirical Dynamic Modeling (EDM) is a state-of-the-art non-linear time-series analysis framework. Despite its wide applicability, EDM was not scalable to large datasets due to its expensive computational cost. To overcome this obstacle,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-27 Keichi Takahashi , Wassapon Watanakeesuntorn , Kohei Ichikawa , Joseph Park , Ryousei Takano , Jason Haga , George Sugihara , Gerald M. Pao

Multilevel modeling is increasingly relevant in the context of modelling and simulation since it leads to several potential benefits, such as software reuse and integration, the split of semantically separated levels into sub-models, the…

Performance · Computer Science 2024-03-26 Luca Serena , Moreno Marzolla , Gabriele D'Angelo , Stefano Ferretti

The adoption of DevOps practices in embedded systems and firmware development is emerging as a response to the growing complexity of modern hardware--software co-designed products. Unlike cloud-native applications, embedded systems…

Software Engineering · Computer Science 2025-07-02 Parthiv Katapara , Anand Sharma

Execution-based evaluation of LLM-generated code implicitly treats successful execution as a proxy for correctness. In scientific simulation, this proxy is insufficient: a generated input file can run, mesh, and converge while encoding…

Machine Learning · Computer Science 2026-05-12 Zhenghan Song , Yulong Liu , Cheng Wan , Chenjun Li , Lingfu Liu , Yunyi Li , Congcong Yuan

Emergency departments (ED) face challenges in patient care and resource management. We propose to explore optimization strategies in a realistic and flexible model and develop a hybrid Discrete Event Simulation (DES) and Agent-Based Model…

Artificial Intelligence · Computer Science 2026-05-14 Markus Wenzel , Tobias Strapatsas , Jessika Kress , Dorothea Sauer , Nele Gessler , Horst K. Hahn

A promising research direction in enabling LLMs to generate consistently correct code involves addressing their inability to properly estimate program execution, particularly for code they generate. In this work, we demonstrate that Code…

Computation and Language · Computer Science 2026-04-07 Gallil Maimon , Ori Yoran , Felix Kreuk , Michael Hassid , Gal Cohen , Pierre Chambon , Yossi Adi

The agent-based modeling and simulation (ABMS) paradigm has been used to analyze, reproduce, and predict phenomena related to many application areas. Although there are many agent-based platforms that support simulation development, they…

Artificial Intelligence · Computer Science 2020-06-17 Fernando Santos , Ingrid Nunes , Ana L. C. Bazzan

Nowadays, collaborative modeling performed by multiple stakeholders is gaining a growing interest in both academia and practice. However, it poses a set of research challenges, such as large and complex models management, support for…

Software Engineering · Computer Science 2016-11-09 Mirco Franzago , Davide Di Ruscio , Ivano Malavolta , Henry Muccini

The XDEM multi-physics and multi-scale simulation platform roots in the Ex- tended Discrete Element Method (XDEM) and is being developed at the In- stitute of Computational Engineering at the University of Luxembourg. The platform is an…

Computational Engineering, Finance, and Science · Computer Science 2018-08-27 Bernhard Peters , Maryam Baniasadi , Mehdi Baniasadi , Xavier Besseron , Alvaro Estupinan Donoso , Mohammad Mohseni , Gabriele Pozzetti

DevOps can be best explained as people working together to conceive, build and deliver secure software at top speed. DevOps practices enable software development (dev) and operations (ops) teams to accelerate delivery through automation,…

Computers and Society · Computer Science 2025-01-22 Ganesh Neelakanta Iyer , Andrew Goh Yisheng , Metilda Chee Heng Er , Weng Xian Choong , Shao Wei Koh

This paper presents the design, development, and application of a novel space simulation environment for rapidly prototyping and testing flight software for distributed space systems. The environment combines the flexibility, determinism,…

Software Engineering · Computer Science 2025-05-20 Toby Bell , Simone D'Amico

Even if the verification of authentication protocols can be achieved by means of formal analysis, the modelling of such an activity is an error-prone task due to the lack of automated and integrated processes. This paper proposes a…

Cryptography and Security · Computer Science 2022-10-07 Mariapia Raimondo , Stefano Marrone , Angelo Palladino

Traditional simulation methods reproduce occurred emergency instances through presetting to assist people in risk assessment and emergency decision-making. However, due to the lack of randomness and diversity, existing simulation systems…

Artificial Intelligence · Computer Science 2026-05-12 Zhengqing Hu , Dong Chen , Junkun Yuan , Liang Liu , Hua Wang , Zhao Jin , Yingchaojie Feng , Wei Chen , Mingliang Xu

Blended modeling is an emerging paradigm involving seamless interaction between multiple notations for the same underlying modeling language. We focus on a model-driven engineering (MDE) approach based on meta-models to develop textual…

Software Engineering · Computer Science 2024-01-31 Weixing Zhang

The integration of aspect oriented modeling approaches with model-driven engineering process achieved through their direct transformation to aspect-oriented code is expected to enhance the software development from many perspectives.…

Software Engineering · Computer Science 2014-10-15 Abid Mehmood , Dayang N. A. Jawawi

Vision-language models (VLMs) have demonstrated strong performance in 2D scene understanding and generation, but extending this unification to the physical world remains an open challenge. Existing 3D and 4D approaches typically embed scene…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Hanyu Zhou , Gim Hee Lee

In recent years, unmanned aerial vehicles (UAVs) have become increasingly popular in our daily lives and have attracted significant research interest in software engineering. At the same time, large language models (LLMs) have made notable…

Software Engineering · Computer Science 2025-12-15 Yihua Chen , Xingle Que , Jiashuo Zhang , Jiachi Chen , Ting Cui , Guangshun Li , Ting Chen

Unified Modeling Language (UML) is the de facto standard for requirements modeling and system design. UML as a visual language can tremendously help customers, project managers, and developers to specify the requirements of a target system.…

Software Engineering · Computer Science 2019-01-09 Yilong Yang , Jing Yang , Xiaoshan Li

As in the car industry for quite some time, dynamic simulation of complete vehicles is being practiced more and more in the development of off-road machinery. However, specific questions arise due not only to company structure and size, but…

Computational Engineering, Finance, and Science · Computer Science 2011-08-30 Reno Filla , Jan-Ove Palmberg