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This paper presents a real-time transaction monitoring framework that integrates graph-based modeling, narrative field embedding, and generative explanation to support automated financial compliance. The system constructs dynamic…

Artificial Intelligence · Computer Science 2025-06-03 Kunal Khanvilkar , Kranthi Kommuru

Autonomous vehicle (AV) planners must undergo rigorous evaluation before widespread deployment on public roads, particularly to assess their robustness against the uncertainty of human behaviors. While recent advancements in data-driven…

Artificial Intelligence · Computer Science 2025-06-06 Augusto Mondelli , Yueshan Li , Alessandro Zanardi , Emilio Frazzoli

Automated driving vehicles~(ADV) promise to enhance driving efficiency and safety, yet they face intricate challenges in safety-critical scenarios. As a result, validating ADV within generated safety-critical scenarios is essential for both…

Machine Learning · Computer Science 2023-11-21 Kunkun Hao , Lu Liu , Wen Cui , Jianxing Zhang , Songyang Yan , Yuxi Pan , Zijiang Yang

The rapid development of GenAI technologies is transforming learning, assessment, and academic production in higher education. Despite increasing student adoption, many institutions lack operational mechanisms to systematically align…

Computers and Society · Computer Science 2026-04-27 Michael Neumann , Lasse Bischof , Maria Rauschenberger , Eva-Maria Schön

In this work, we conducted a study on building an automated testing system for deep learning systems based on differential behavior criteria. The automated testing goals were achieved by jointly optimizing two objective functions:…

Machine Learning · Computer Science 2020-01-01 Yuan Gao , Yiqiang Han

Ongoing progress in computational intelligence (CI) has led to an increased desire to apply CI techniques for the purpose of improving software engineering processes, particularly software testing. Existing state-of-the-art automated…

Neural and Evolutionary Computing · Computer Science 2023-02-16 Jarrod Goschen , Anna Sergeevna Bosman , Stefan Gruner

The growing adoption of generative AI (GenAI) is reshaping how user experience (UX) research teams conduct qualitative research in software development, creating opportunities to streamline the production of qualitative insights. This paper…

Industrial computer vision systems often struggle with noise, material variability, and uncontrolled imaging conditions, limiting the effectiveness of classical edge detectors and handcrafted pipelines. In this work, we present a…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Liang Gong , Tommy , Wang , Sara Chaker , Yanchen Dong , Fouad Bousetouane , Brenden Morton , Mark Mendez

Context: As generative AI (GenAI) tools such as ChatGPT and GitHub Copilot become pervasive in education, concerns are rising about students using them to complete rather than learn from coursework-risking overreliance, reduced critical…

Software Engineering · Computer Science 2025-10-21 Vahid Garousi , Zafar Jafarov , Aytan Movsumova , Atif Namazov , Huseyn Mirzayev

Generative AI (GenAI) has revolutionized content generation, offering transformative capabilities for improving language coherence, readability, and overall quality. This manuscript explores the application of qualitative, quantitative, and…

Computation and Language · Computer Science 2024-11-28 Saman Sarraf

The valid measurement of generative AI (GenAI) systems' capabilities, risks, and impacts forms the bedrock of our ability to evaluate these systems. We introduce a shared standard for valid measurement that helps place many of the…

As large language models demonstrate enormous potential in the field of Electronic Design Automation (EDA), generative AI-assisted chip design is attracting widespread attention from academia and industry. Although these technologies have…

Hardware Architecture · Computer Science 2025-07-30 Wenbo Liu , Forbes Hou , Jon Zhang , Hong Liu , Allen Lei

This study investigates the efficacy of six major Generative AI (GenAI) text detectors when confronted with machine-generated content that has been modified using techniques designed to evade detection by these tools (n=805). The results…

Computers and Society · Computer Science 2024-09-10 Mike Perkins , Jasper Roe , Binh H. Vu , Darius Postma , Don Hickerson , James McGaughran , Huy Q. Khuat

The integration of Generative Artificial Intelligence (AI) into autonomous machines represents a major paradigm shift in how these systems operate and unlocks new solutions to problems once deemed intractable. Although generative AI agents…

Robotics · Computer Science 2024-10-22 Jason Jabbour , Vijay Janapa Reddi

Recent advances in Generative Artificial Intelligence (GenAI) have transformed educational content creation, particularly in developing tutor training materials. However, biases embedded in AI-generated content--such as gender, racial, or…

Computation and Language · Computer Science 2025-05-20 Jingyang Peng , Wenyuan Shen , Jiarui Rao , Jionghao Lin

Automated generation and (user) authoring of the realistic virtual terrain is most sought for by the multimedia applications like VR models and gaming. The most common representation adopted for terrain is Digital Elevation Model (DEM).…

Computer Vision and Pattern Recognition · Computer Science 2022-01-10 Shanthika Naik , Aryamaan Jain , Avinash Sharma , KS Rajan

With the rapid advancement of autonomous driving technology, self-driving cars have become a central focus in the development of future transportation systems. Scenario generation technology has emerged as a crucial tool for testing and…

Artificial Intelligence · Computer Science 2024-07-02 Canjie Cai

Functional safety forms an important aspect in the design of systems. Its emphasis on the automotive industry has evolved significantly over the years. Till date many methods have been developed to get appropriate FTA(Fault Tree analysis)…

Systems and Control · Electrical Eng. & Systems 2024-11-25 Sneha Sudhir Shetiya , Divya Garikapati , Veeraja Sohoni

Automated test generation based on symbolic execution can be beneficial for systematically testing safety-critical software, to facilitate test engineers to pursue the strict testing requirements mandated by the certification standards,…

Software Engineering · Computer Science 2022-09-23 Elson Kurian , Daniela Briola , Pietro Braione , Giovanni Denaro

Agent-based models play an important role in simulating complex emergent phenomena and supporting critical decisions. In this context, a software fault may result in poorly informed decisions that lead to disastrous consequences. The…

Software Engineering · Computer Science 2021-03-19 Andrew G. Clark , Neil Walkinshaw , Robert M. Hierons