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We introduce a framework for AI-based medical consultation system with knowledge graph embedding and reinforcement learning components and its implement. Our implement of this framework leverages knowledge organized as a graph to have…

Machine Learning · Computer Science 2021-08-31 Yining Huang , Meilian Chen , Keke Tang

Recent works have recognized the need for human-centered perspectives when designing and evaluating human-AI interactions and explainable AI methods. Yet, current approaches fall short at intercepting and managing unexpected user behavior…

Human-Computer Interaction · Computer Science 2022-05-04 Michaela Benk , Raphael Weibel , Andrea Ferrario

Software testing remains critical for ensuring reliability, yet traditional approaches are slow, costly, and prone to gaps in coverage. This paper presents an AI-driven framework that automates test case generation and validation using…

Software Engineering · Computer Science 2025-08-25 Saba Naqvi , Mohammad Baqar

The rapid integration of generative AI into scientific research has exposed a critical gap in academic disclosure practice. Existing frameworks for reporting AI contributions are uniformly output-oriented -- they document what AI produced,…

Computers and Society · Computer Science 2026-05-26 Ahmad Al-Kabbany

Generative AI systems such as ChatGPT challenge traditional assumptions about academic assessment by enabling students to generate explanations, code, and solutions in real time. Rather than attempting to restrict AI use, this study…

Computers and Society · Computer Science 2026-05-13 Qusay H. Mahmoud

Software engineering students often struggle to appreciate empirical methods and hypothesis-driven inquiry, especially when taught in theoretical terms. This experience report explores whether grounding empirical learning in hype-driven…

Software Engineering · Computer Science 2026-04-02 Marvin Wyrich , Norman Peitek , Kallistos Weis , Sven Apel

As AI systems enter into a growing number of societal domains, these systems increasingly shape and are shaped by user preferences, opinions, and behaviors. However, the design of AI systems rarely accounts for how AI and users shape one…

Machine Learning · Computer Science 2024-04-19 Sarah Dean , Evan Dong , Meena Jagadeesan , Liu Leqi

This research addresses the challenges inherent in developing Artificial Intelligence (AI) applications, particularly those leveraging Large Language Models (LLMs). While AI vendors provide Application Programming Interfaces (APIs) and…

Artificial Intelligence · Computer Science 2026-05-20 Chun-Hsiung Tseng , Hao-Chiang Koong Lin , Andrew Chih-Wei Huang , Yung-Hui Chen , Jia-Rou Lin

Organisations face polycrisis uncertainty yet overlook embedded knowledge. We show how generative AI can operate as a serendipity engine and knowledge transducer to discover, classify and mobilise reusable components (models, frameworks,…

Human-Computer Interaction · Computer Science 2026-03-02 Gordon Fletcher , Saomai Vu Khan

Analyzing and verifying heap-manipulating programs automatically is challenging. A key for fighting the complexity is to develop compositional methods. For instance, many existing verifiers for heap-manipulating programs require…

Programming Languages · Computer Science 2019-08-28 Long H. Pham , Jun Sun , Quang Loc Le

While there has been a surge of interest in automated scientific discovery (ASD), especially with the emergence of LLMs, it remains challenging for tools to generate hypotheses that are both testable and grounded in the scientific…

Artificial Intelligence · Computer Science 2025-10-02 Rosni Vasu , Peter Jansen , Pao Siangliulue , Cristina Sarasua , Abraham Bernstein , Peter Clark , Bhavana Dalvi Mishra

Rising concern for the societal implications of artificial intelligence systems has inspired demands for greater transparency and accountability. However the datasets which empower machine learning are often used, shared and re-used with…

The fundamental principles, potential applications, and ethical concerns of ChatGPT are analyzed and discussed in this study. Since ChatGPT emerged, it has gained a rapidly growing popularity, with more than 600 million users today. The…

Other Computer Science · Computer Science 2023-08-15 Ioannis D. Apostolopoulos , Mpesi Tzani , Sokratis I. Aznaouridis

This work addresses the challenge of disseminating reusable artificial intelligence (AI) models accompanied by AI documentation (a.k.a., AI model cards). The work is motivated by the large number of trained AI models that are not reusable…

Artificial Intelligence · Computer Science 2026-04-21 Peter Bajcsy , Walid Keyrouz

Artificial Intelligence (AI) technologies have been developed rapidly, and AI-based systems have been widely used in various application domains with opportunities and challenges. However, little is known about the architecture decisions…

Software Engineering · Computer Science 2022-12-29 Beiqi Zhang , Tianyang Liu , Peng Liang , Chong Wang , Mojtaba Shahin , Jiaxin Yu

In collaborative settings, sustaining momentum and engagement between checkpoints (e.g., meetings) can be challenging, often leading to task drift and reduced preparedness. To address this gap, we developed ReflectEd, an AI-assisted system…

Human-Computer Interaction · Computer Science 2026-03-25 Md Nazmus Sakib , Ishika Tarin , Naga Manogna Rayasam , Manas Gaur , Sanorita Dey

Eliciting requirements for Business Intelligence (BI) systems remains a significant challenge, particularly in changing business environments. This paper introduces a novel AI-driven system, called AutoBIR, that leverages semantic search…

Software Engineering · Computer Science 2024-12-11 Nimrod Busany , Ethan Hadar , Hananel Hadad , Gil Rosenblum , Zofia Maszlanka , Okhaide Akhigbe , Daniel Amyot

The rapid growth of research in explainable artificial intelligence (XAI) follows on two substantial developments. First, the enormous application success of modern machine learning methods, especially deep and reinforcement learning, which…

Artificial Intelligence · Computer Science 2020-05-06 S. Atakishiyev , H. Babiker , N. Farruque , R. Goebel1 , M-Y. Kima , M. H. Motallebi , J. Rabelo , T. Syed , O. R. Zaïane

Industry 4.0 is growing quickly, which has changed smart production by encouraging the use of real-time tracking, machine learning, and AI-driven systems to make operations run more smoothly. The main focus of this dissertation is on…

Machine Learning · Computer Science 2025-12-22 Varshini Krishnamurthy

The growing number of AI applications, also for high-stake decisions, increases the interest in Explainable and Interpretable Machine Learning (XI-ML). This trend can be seen both in the increasing number of regulations and strategies for…

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