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Explainable Artificial Intelligence (XAI) emerged to reveal the internal mechanism of machine learning models and how the features affect the prediction outcome. Collinearity is one of the big issues that XAI methods face when identifying…

机器学习 · 计算机科学 2024-11-05 Ahmed M Salih

Artificial intelligence (AI) is transforming scientific research, with deep learning methods playing a central role in data analysis, simulations, and signal detection across particle, nuclear, and astroparticle physics. Within the JENA…

Artificial intelligence (AI) has a history of nearly a century from its inception to the present day. We have summarized the development trends and discovered universal rules, including both success and failure. We have analyzed the reasons…

人工智能 · 计算机科学 2023-03-07 Lin Zhang

This paper introduces IEA-plugin, a novel AI agent-based reasoning module developed as a new front-end for the Intelligent Engineering Assistant (IEA). The primary objective of IEA-plugin is to utilize the advanced reasoning and coding…

软件工程 · 计算机科学 2025-04-17 Seoyeon Kim , Yu Su , Li-C. Wang

Artificial intelligence (AI) is becoming increasingly more popular and can be found in workplaces and homes around the world. The decisions made by such "black box" systems are often opaque; that is, so complex as to be functionally…

人工智能 · 计算机科学 2022-05-27 Rob Geada , Tommaso Teofili , Rui Vieira , Rebecca Whitworth , Daniele Zonca

Recent advancements in Artificial Intelligence (AI) have transformed decision-making in aeronautics and aerospace. These advancements in AI have brought with them the need to understand the reasons behind the predictions generated by AI…

Research into explainable artificial intelligence (XAI) for data analysis tasks suffer from a large number of contradictions and lack of concrete design recommendations stemming from gaps in understanding the tasks that require AI…

人工智能 · 计算机科学 2025-07-15 Hamzah Ziadeh , Hendrik Knoche

The rise in the use of AI/ML applications across industries has sparked more discussions about the fairness of AI/ML in recent times. While prior research on the fairness of AI/ML exists, there is a lack of empirical studies focused on…

计算机与社会 · 计算机科学 2024-08-02 Aastha Pant , Rashina Hoda , Chakkrit Tantithamthavorn , Burak Turhan

Artificial Intelligence (AI) in healthcare holds great potential to expand access to high-quality medical care, whilst reducing overall systemic costs. Despite hitting the headlines regularly and many publications of proofs-of-concept,…

计算机与社会 · 计算机科学 2021-08-06 David Higgins , Vince I. Madai

Although AI systems have been applied in various fields and achieved impressive performance, their safety and reliability are still a big concern. This is especially important for safety-critical tasks. One shared characteristic of these…

人工智能 · 计算机科学 2023-08-08 Shuang Ao

There is still a significant gap between expectations and the successful adoption of AI to innovate and improve businesses. Due to the emergence of deep learning, AI adoption is more complex as it often incorporates big data and the…

人工智能 · 计算机科学 2022-09-16 Dian Tjondronegoro , Elizabeth Yuwono , Brent Richards , Damian Green , Siiri Hatakka

This survey paper examines the recent advancements in AI agent implementations, with a focus on their ability to achieve complex goals that require enhanced reasoning, planning, and tool execution capabilities. The primary objectives of…

人工智能 · 计算机科学 2024-04-18 Tula Masterman , Sandi Besen , Mason Sawtell , Alex Chao

Along with the rapid developments in communication technologies and the surge in the use of mobile devices, a brand-new computation paradigm, Edge Computing, is surging in popularity. Meanwhile, Artificial Intelligence (AI) applications are…

网络与互联网体系结构 · 计算机科学 2020-05-20 Shuiguang Deng , Hailiang Zhao , Weijia Fang , Jianwei Yin , Schahram Dustdar , Albert Y. Zomaya

Although tension between university curricula and industry expectations has existed in some form for decades, the rapid integration of generative AI (GenAI) tools into software development has recently widened the gap between the two…

This paper explores how generative AI can help automate and improve key steps in systems engineering. It examines AI's ability to analyze system requirements based on INCOSE's "good requirement" criteria, identifying well-formed and poorly…

系统与控制 · 电气工程与系统科学 2025-02-07 Oz Levy , Ilya Dikman , Natan Levy , Michael Winokur

Availability of powerful computation and communication technology as well as advances in artificial intelligence enable a new generation of complex, AI-intense systems and applications. Such systems and applications promise exciting…

Research on the implementation of Generative Artificial Intelligence (GenAI) in higher education often focuses on strategic goals, overlooking the hidden, and often politically charged, labour required to make it functional. This paper…

计算机与社会 · 计算机科学 2026-01-07 Shang Chieh Lee , Bhuva Narayan , Simon Buckingham Shum , Stella Ng , A. Baki Kocaballi

As artificial intelligence (AI) becomes integral to economy and society, communication gaps between developers, users, and stakeholders hinder trust and informed decision-making. High-level AI labels, inspired by frameworks like EU energy…

Propelled by their remarkable capabilities to generate novel and engaging content, Generative Artificial Intelligence (GenAI) technologies are disrupting traditional workflows in many industries. While prior research has examined GenAI from…

人机交互 · 计算机科学 2024-04-08 Yuan Sun , Eunchae Jang , Fenglong Ma , Ting Wang

End-to-end encryption (E2EE) has become the gold standard for securing communications, bringing strong confidentiality and privacy guarantees to billions of users worldwide. However, the current push towards widespread integration of…

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