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We examine the problem of weaknesses in frameworks of conceptual modeling for handling certain aspects of the system being modeled. We propose the use of a flow-based modeling methodology at the conceptual level. Specifically, and without…

Computers and Society · Computer Science 2017-09-13 Sabah Al-Fedaghi , Abdulaziz AlQallaf

Simulation-based inference (SBI) enables parameter estimation for complex stochastic models with intractable likelihoods when model simulation is feasible. Neural posterior estimation (NPE) is a popular SBI approach that often achieves…

Methodology · Statistics 2026-02-23 Ryan P. Kelly , David T. Frazier , David J. Warne , Christopher C. Drovandi

Modern AI systems lack a way to express and enforce requirements. Pre-training produces intelligence, and post-training optimizes preferences, but neither guarantees that models reliably satisfy explicit, context-dependent constraints. This…

Software Engineering · Computer Science 2025-12-18 David Ball

An overall objective of energy efficiency in the built environment is to improve building and systems performances in terms of durability, comfort and economics. In order to predict, improve and meet a certain set of performance…

Computational Engineering, Finance, and Science · Computer Science 2016-06-07 A. W. M. van Schijndel

As the era of autonomous cyber-physical systems (ACPSs), such as unmanned aerial vehicles and self-driving cars, unfolds, the demand for robust testing methodologies is key to realizing the adoption of such systems in real-world scenarios.…

Software Engineering · Computer Science 2024-05-03 Christian Birchler , Sajad Khatiri , Pooja Rani , Timo Kehrer , Sebastiano Panichella

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

Significant progress has been made in scene understanding which seeks to build 3D, metric and object-oriented representations of the world. Concurrently, reinforcement learning has made impressive strides largely enabled by advances in…

Robotics · Computer Science 2020-11-23 Zachary Ravichandran , J. Daniel Griffith , Benjamin Smith , Costas Frost

Due to the limitations of SCADE models in expressing and verifying abstract specifications in safety-critical systems, this study proposes a formal verification framework based on the B-Method. By establishing a semantic equivalence…

Software Engineering · Computer Science 2025-05-05 Xili Hou , Keming Wang , Huibing Zhao , Ruiyin Shi

Software verification may yield spurious failures when environment assumptions are not accounted for. Environment assumptions are the expectations that a system or a component makes about its operational environment and are often specified…

Software Engineering · Computer Science 2021-01-07 Khouloud Gaaloul , Claudio Menghi , Shiva Nejati , Lionel C. Briand , Yago Isasi Parache

Governments, industry, and academia have undertaken efforts to identify and mitigate harms in ML-driven systems, with a particular focus on social and ethical risks of ML components in complex sociotechnical systems. However, existing…

Machine Learning · Computer Science 2022-11-10 Edgar W. Jatho , Logan O. Mailloux , Shalaleh Rismani , Eugene D. Williams , Joshua A. Kroll

Product Engineering Processes (PEPs) are used for describing complex product developments in big enterprises such as automotive and avionics industries. The Business Process Model Notation (BPMN) is a widely used language to encode…

Logic in Computer Science · Computer Science 2022-03-15 Hassan Hage , Emmanouil Seferis , Vahid Hashemi , Frank Mantwill

Simulating physical systems is a core component of scientific computing, encompassing a wide range of physical domains and applications. Recently, there has been a surge in data-driven methods to complement traditional numerical simulations…

Machine Learning · Computer Science 2021-08-19 Karl Otness , Arvi Gjoka , Joan Bruna , Daniele Panozzo , Benjamin Peherstorfer , Teseo Schneider , Denis Zorin

A physical simulation engine (PSE) is a software system that simulates physical environments and objects. Modern PSEs feature both forward and backward simulations, where the forward phase predicts the behavior of a simulated system, and…

Software Engineering · Computer Science 2023-08-15 Dongwei Xiao , Zhibo Liu , Shuai Wang

Debugging Cyber-Physical System (CPS) models can be extremely complex. Indeed, only the detection of a failure is insuffcient to know how to correct a faulty model. Faults can propagate in time and in space producing observable…

Software Engineering · Computer Science 2020-10-14 Ezio Bartocci , Niveditha Manjunath , Leonardo Mariani , Cristinel Mateis , Dejan Ničković

While multimodal large language models can describe visual content, their ability to generate executable procedures remains underexplored. CrochetBench presented in this paper evaluates this shift from describing to doing through…

Artificial Intelligence · Computer Science 2026-02-04 Peiyu Li , Xiaobao Huang , Ting Hua , Nitesh V. Chawla

At the heart of existing language model agents is a fixed orchestrator program responsible for the state transition between consecutive turns. This paper introduces self-programmed execution (SPE), an agent architecture in which the model…

Artificial Intelligence · Computer Science 2026-05-11 Luke J. O'Connor

This paper introduces CMASE, a framework for Computational Multi-Agent Society Experiments that integrates generative agent-based modeling with virtual ethnographic methods to support researcher embedding, interactive participation, and…

Artificial Intelligence · Computer Science 2026-03-11 Hanzhong Zhang , Muhua Huang , Jindong Wang

In this paper, we report on our 5-year's practical experience of designing, developing and then deploying a Model-based Requirements Engineering (MBRE) approach and language in the context of three different large European collaborative…

Software Engineering · Computer Science 2021-05-10 Andrey Sadovykh , Dragos Truscan , Hugo Bruneliere

We apply formal methods to lay and streamline theoretical foundations to reason about Cyber-Physical Systems (CPSs) and cyber-physical attacks. We focus on %a formal treatment of both integrity and DoS attacks to sensors and actuators of…

Cryptography and Security · Computer Science 2017-04-24 Ruggero Lanotte , Massimo Merro , Riccardo Muradore , Luca Viganò

Software Engineering is an engineering discipline but lacks a solid theoretical foundation. One effort in remedying this situation has been the SEMAT Essence specification. Essence consists of a language for modeling Software Engineering…

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