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The malicious use or malfunction of advanced general-purpose AI (GPAI) poses risks that, according to leading experts, could lead to the 'marginalisation or extinction of humanity.' To address these risks, there are an increasing number of…

Computers and Society · Computer Science 2025-03-26 Rebecca Scholefield , Samuel Martin , Otto Barten

With the advance of artificial intelligence (AI), the emergence of Google Gemini and OpenAI Q* marks the direction towards artificial general intelligence (AGI). To implement AGI, the concept of interactive AI (IAI) has been introduced,…

Networking and Internet Architecture · Computer Science 2024-12-11 Ruichen Zhang , Hongyang Du , Yinqiu Liu , Dusit Niyato , Jiawen Kang , Sumei Sun , Xuemin Shen , H. Vincent Poor

Achieving Artificial General Intelligence (AGI) requires agents that learn and interact adaptively, with interactive world models providing scalable environments for perception, reasoning, and action. Yet current research still lacks…

Computer Vision and Pattern Recognition · Computer Science 2026-05-07 Jianjie Fang , Yingshan Lei , Qin Wan , Ziyou Wang , Yuchao Huang , Yongyan Xu , Baining Zhao , Weichen Zhang , Chen Gao , Xinlei Chen , Yong Li

The recent development of powerful AI systems has highlighted the need for robust risk management frameworks in the AI industry. Although companies have begun to implement safety frameworks, current approaches often lack the systematic…

Artificial Intelligence · Computer Science 2025-02-20 Simeon Campos , Henry Papadatos , Fabien Roger , Chloé Touzet , Otter Quarks , Malcolm Murray

Evaluation of potential AGI systems and methods is difficult due to the breadth of the engineering goal. We have no methods for perfect evaluation of the end state, and instead measure performance on small tests designed to provide…

Artificial Intelligence · Computer Science 2025-10-03 John Hawkins

Understanding and predicting human behavior has emerged as a core capability in various AI application domains such as autonomous driving, smart healthcare, surveillance systems, and social robotics. This paper defines the technical…

Artificial Intelligence · Computer Science 2025-05-07 Kanghyun Jo , Jehwan Choi , Kwanho Kim , Seongmin Kim , Duy-Linh Nguyen , Xuan-Thuy Vo , Adri Priadana , Tien-Dat Tran

As frontier AI models become more capable, evaluating their potential to enable cyberattacks is crucial for ensuring the safe development of Artificial General Intelligence (AGI). Current cyber evaluation efforts are often ad-hoc, lacking…

Cryptography and Security · Computer Science 2025-04-23 Mikel Rodriguez , Raluca Ada Popa , Four Flynn , Lihao Liang , Allan Dafoe , Anna Wang

This paper introduces a new metamodel-based knowledge representation that significantly improves autonomous learning and adaptation. While interest in hybrid machine learning / symbolic AI systems leveraging, for example, reasoning and…

Artificial Intelligence · Computer Science 2021-02-12 Hugo Latapie , Ozkan Kilic , Gaowen Liu , Yan Yan , Ramana Kompella , Pei Wang , Kristinn R. Thorisson , Adam Lawrence , Yuhong Sun , Jayanth Srinivasa

Can machines truly think, reason and act in domains like humans? This enduring question continues to shape the pursuit of Artificial General Intelligence (AGI). Despite the growing capabilities of models such as GPT-4.5, DeepSeek, Claude…

This paper introduces the Human-AI Governance (HAIG) framework, contributing to the AI Governance (AIG) field by foregrounding the relational dynamics between human and AI actors rather than treating AI systems as objects of governance…

Artificial Intelligence · Computer Science 2026-04-28 Zeynep Engin

Like any field of empirical science, AI may be approached axiomatically. We formulate requirements for a general-purpose, human-level AI system in terms of postulates. We review the methodology of deep learning, examining the explicit and…

Artificial Intelligence · Computer Science 2018-06-26 Eray Özkural

We propose a new perspective for approaching artificial general intelligence (AGI) through an intelligence foundation model (IFM). Unlike existing foundation models (FMs), which specialize in pattern learning within specific domains such as…

Artificial Intelligence · Computer Science 2025-12-05 Borui Cai , Yao Zhao

Despite their broad applicability, transformer-based models still fall short in System~2 reasoning, lacking the generality and adaptivity needed for human--AI alignment. We examine weaknesses on ARC-AGI tasks, revealing gaps in…

Artificial Intelligence · Computer Science 2025-08-14 Sejin Kim , Sundong Kim

Generative Artificial Intelligence (AI) is enabling unprecedented automation in content creation and decision support, but it also raises novel risks. This paper presents a first-principles risk assessment framework underlying the IEEE…

Computers and Society · Computer Science 2025-11-21 Richard J. Tong , Marina Cortês , Jeanine A. DeFalco , Mark Underwood , Janusz Zalewski

Amidst the growing interest in developing task-autonomous AI for automated mental health care, this paper addresses the ethical and practical challenges associated with the issue and proposes a structured framework that delineates levels of…

Computers and Society · Computer Science 2024-08-16 Declan Grabb , Max Lamparth , Nina Vasan

Terms Artificial General Intelligence (AGI) and Human-Level Artificial Intelligence (HLAI) have been used interchangeably to refer to the Holy Grail of Artificial Intelligence (AI) research, creation of a machine capable of achieving goals…

Computers and Society · Computer Science 2020-07-16 Roman V. Yampolskiy

The rapid proliferation of artificial intelligence (AI) across industry, government, and education highlights the urgent need for robust frameworks to conceptualise and guide engagement. This paper introduces the Hierarchy of Engagement…

Computers and Society · Computer Science 2025-09-10 Madara Ogot

How to evaluate Artificial General Intelligence (AGI) is a critical problem that is discussed and unsolved for a long period. In the research of narrow AI, this seems not a severe problem, since researchers in that field focus on some…

Artificial Intelligence · Computer Science 2023-08-25 Bowen Xu , Quansheng Ren

Artificial intelligence (AI) is poised to revolutionize military combat systems, but ensuring these AI-enabled capabilities are truly mission-ready presents new challenges. We argue that current technology readiness assessments fail to…

Software Engineering · Computer Science 2025-06-16 S. Tucker Browne , Mark M. Bailey

The capacity of AI agents to effectively handle tasks of increasing duration and complexity continues to grow, demonstrating exceptional performance in coding, deep research, and complex problem-solving evaluations. However, in daily…