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AI scientists powered by large language models have demonstrated substantial promise in autonomously conducting experiments and facilitating scientific discoveries across various disciplines. While their capabilities are promising, these…

This paper critically examines the evolving ethical and regulatory challenges posed by the integration of artificial intelligence (AI) in cybersecurity. We trace the historical development of AI regulation, highlighting major milestones…

Cryptography and Security · Computer Science 2025-01-22 Vikram Kulothungan

Artificial Intelligence (AI) provides many opportunities to improve private and public life. Discovering patterns and structures in large troves of data in an automated manner is a core component of data science, and currently drives…

Artificial Intelligence · Computer Science 2019-10-11 Vaishak Belle

Designing a safe, trusted, and ethical AI may be practically impossible; however, designing AI with safe, trusted, and ethical use in mind is possible and necessary in safety and mission-critical domains like aerospace. Safe, trusted, and…

Computers and Society · Computer Science 2023-11-16 Kerianne L. Hobbs , Bernard Li

In recent years, Artificial Intelligence technology has excelled in various applications across all domains and fields. However, the various algorithms in neural networks make it difficult to understand the reasons behind decisions. For…

Artificial Intelligence · Computer Science 2025-05-13 Bowen Long , Enjie Liu , Renxi Qiu , Yanqing Duan

With the introduction of Artificial Intelligence (AI) and related technologies in our daily lives, fear and anxiety about their misuse as well as the hidden biases in their creation have led to a demand for regulation to address such…

Artificial Intelligence · Computer Science 2021-04-09 The Anh Han , Tom Lenaerts , Francisco C. Santos , Luis Moniz Pereira

With increasing ubiquity of artificial intelligence (AI) in modern societies, individual countries and the international community are working hard to create an innovation-friendly, yet safe, regulatory environment. Adequate regulation is…

Computers and Society · Computer Science 2020-05-25 Olivia J. Erdélyi , Judy Goldsmith

From its inception, AI has had a rather ambivalent relationship to humans---swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

Artificial Intelligence · Computer Science 2019-10-17 Subbarao Kambhampati

Sustainable AI is a subfield of AI for concerning developing and using AI systems in ways of aiming to reduce environmental impact and achieve sustainability. Sustainable AI is increasingly important given that training of and inference…

Artificial Intelligence · Computer Science 2025-01-14 Tao Xie , David Harel , Dezhi Ran , Zhenwen Li , Maoliang Li , Zhi Yang , Leye Wang , Xiang Chen , Ying Zhang , Wentao Zhang , Meng Li , Chen Zhang , Linyi Li , Assaf Marron

As artificial intelligence continues its unprecedented global expansion, accompanied by a proliferation of benefits, an increasing apprehension about the privacy and security implications of AI-enabled systems emerges. The pivotal question…

Computers and Society · Computer Science 2024-08-16 Daria Korobenko , Anastasija Nikiforova , Rajesh Sharma

As AI systems become integral to critical operations across industries and services, ensuring their reliability and safety is essential. We offer a framework that integrates established reliability and resilience engineering principles into…

Artificial Intelligence · Computer Science 2024-11-15 Saurabh Mishra , Anand Rao , Ramayya Krishnan , Bilal Ayyub , Amin Aria , Enrico Zio

The AI-alignment problem arises when there is a discrepancy between the goals that a human designer specifies to an AI learner and a potential catastrophic outcome that does not reflect what the human designer really wants. We argue that a…

Machine Learning · Computer Science 2020-04-10 Shai Shalev-Shwartz , Shaked Shammah , Amnon Shashua

Every AI system is deployed by a human organization. In high risk applications, the combined human plus AI system must function as a high-reliability organization in order to avoid catastrophic errors. This short note reviews the properties…

Artificial Intelligence · Computer Science 2018-11-28 Thomas G. Dietterich

The number and importance of AI-based systems in all domains is growing. With the pervasive use and the dependence on AI-based systems, the quality of these systems becomes essential for their practical usage. However, quality assurance for…

Software Engineering · Computer Science 2023-08-02 Michael Felderer , Rudolf Ramler

Artificial Intelligence (AI) has the potential to significantly benefit or harm humanity. At present, a few for-profit companies largely control the development and use of this technology, and therefore determine its outcomes. In an effort…

Computers and Society · Computer Science 2022-11-14 Casey Clifton , Richard Blythman , Kartika Tulusan

A cautious interpretation of AI regulations and policy in the EU and the USA place explainability as a central deliverable of compliant AI systems. However, from a technical perspective, explainable AI (XAI) remains an elusive and complex…

Computers and Society · Computer Science 2024-06-14 Neo Christopher Chung , Hongkyou Chung , Hearim Lee , Lennart Brocki , Hongbeom Chung , George Dyer

Artificial intelligence (AI) was initially developed as an implicit moral agent to solve simple and clearly defined tasks where all options are predictable. However, it is now part of our daily life powering cell phones, cameras, watches,…

Computers and Society · Computer Science 2020-02-11 Mohamed Akrout , Robert Steinbauer

Safety and responsibility evaluations of advanced AI models are a critical but developing field of research and practice. In the development of Google DeepMind's advanced AI models, we innovated on and applied a broad set of approaches to…

The issues of AI risk and AI safety are becoming critical as the prospect of artificial general intelligence (AGI) looms larger. The emergence of extremely large and capable generative models has led to alarming predictions and created a…

Artificial Intelligence · Computer Science 2025-05-20 Ali A. Minai

With the increasing presence of autonomous SAE level 3 and level 4, which incorporate artificial intelligence software, along with the complex technical challenges they present, it is essential to maintain a high level of functional safety…

Software Engineering · Computer Science 2024-12-13 Vikas Vyas , Zheyuan Xu