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Recent advances in artificial general intelligence (AGI), particularly large language models and creative image generation systems have demonstrated impressive capabilities on diverse tasks spanning the arts and humanities. However, the…

Artificial Intelligence · Computer Science 2023-10-31 Zhengliang Liu , Yiwei Li , Qian Cao , Junwen Chen , Tianze Yang , Zihao Wu , John Hale , John Gibbs , Khaled Rasheed , Ninghao Liu , Gengchen Mai , Tianming Liu

Explainable AI (XAI) is paramount in industry-grade AI; however existing methods fail to address this necessity, in part due to a lack of standardisation of explainability methods. The purpose of this paper is to offer a perspective on the…

Machine Learning · Computer Science 2020-10-26 Othman Benchekroun , Adel Rahimi , Qini Zhang , Tetiana Kodliuk

Artificial Intelligence (AI) is about making computers that do the sorts of things that minds can do, and as we progress towards this goal, we tend to increasingly delegate human tasks to machines. However, AI systems usually do these tasks…

Artificial Intelligence · Computer Science 2024-06-12 Peter R. Lewis , Stefan Sarkadi

We attempt to define what is necessary to construct an Artificial Scientist, explore and evaluate several approaches to artificial general intelligence (AGI) which may facilitate this, conclude that a unified or hybrid approach is necessary…

Artificial Intelligence · Computer Science 2024-04-30 Michael Timothy Bennett , Yoshihiro Maruyama

We discuss the challenges and propose a framework for evaluating engineering artificial general intelligence (eAGI) agents. We consider eAGI as a specialization of artificial general intelligence (AGI), deemed capable of addressing a broad…

Artificial Intelligence · Computer Science 2025-05-19 Sandeep Neema , Susmit Jha , Adam Nagel , Ethan Lew , Chandrasekar Sureshkumar , Aleksa Gordic , Chase Shimmin , Hieu Nguygen , Paul Eremenko

Recent advances in artificial intelligence (AI) have achieved human-scale speed and accuracy for classification tasks. In turn, these capabilities have made AI a viable replacement for many human activities that at their core involve…

Artificial Intelligence · Computer Science 2022-05-24 Hadi Esmaeilzadeh , Reza Vaezi

Within the limited scope of this paper, we argue that artificial general intelligence cannot emerge from current neural network paradigms regardless of scale, nor is such an approach healthy for the field at present. Drawing on various…

Artificial Intelligence · Computer Science 2025-11-25 Khanh Gia Bui

The development of Artificial General Intelligence (AGI) promises to be a major event. Along with its many potential benefits, it also raises serious safety concerns (Bostrom, 2014). The intention of this paper is to provide an easily…

Artificial Intelligence · Computer Science 2018-05-22 Tom Everitt , Gary Lea , Marcus Hutter

Explainable Artificial Intelligence (XAI) is an emerging area of research in the field of Artificial Intelligence (AI). XAI can explain how AI obtained a particular solution (e.g., classification or object detection) and can also answer…

Machine Learning · Computer Science 2021-07-16 Prashant Gohel , Priyanka Singh , Manoranjan Mohanty

This paper argues that the next generation of AI agent (NGENT) should integrate across-domain abilities to advance toward Artificial General Intelligence (AGI). Although current AI agents are effective in specialized tasks such as robotics,…

Artificial Intelligence · Computer Science 2025-05-01 Zhicong Li , Hangyu Mao , Jiangjin Yin , Mingzhe Xing , Zhiwei Xu , Yuanxing Zhang , Yang Xiao

All it takes to identify the computer programs which are Artificial Intelligence is to give them a test and award AI to those that pass the test. Let us say that the scores they earn at the test will be called IQ. We cannot pinpoint a…

Artificial Intelligence · Computer Science 2020-10-12 Dimiter Dobrev

In this paper we offer a formal definition of Artificial Intelligence and this directly gives us an algorithm for construction of this object. Really, this algorithm is useless due to the combinatory explosion. The main innovation in our…

Artificial Intelligence · Computer Science 2012-10-08 Dimiter Dobrev

The rapid advancement of machine learning techniques has re-energized research into general artificial intelligence. While the idea of domain-agnostic meta-learning is appealing, this emerging field must come to terms with its relationship…

Artificial Intelligence · Computer Science 2017-01-17 Steven Stenberg Hansen

Artificial General Intelligence (AGI) is set to profoundly impact the oil and gas industry by introducing unprecedented efficiencies and innovations. This paper explores AGI's foundational principles and its transformative applications,…

Information Theory · Computer Science 2024-06-13 Jimmy Xuekai Li , Tiancheng Zhang , Yiran Zhu , Zhongwei Chen

Artificial Intelligence (AI) is a discipline of computer science that deals with machine intelligence. It is essential to bring AI into the context of learning because it helps in analysing the enormous amounts of data that is collected…

Artificial Intelligence · Computer Science 2021-01-11 Faisal Khan , Debdeep Bose

In recent years there has been a tremendous surge in the general capabilities of AI systems, mainly fuelled by training foundation models on internetscale data. Nevertheless, the creation of openended, ever self-improving AI remains…

The AI research community plays a vital role in shaping the scientific, engineering, and societal goals of AI research. In this position paper, we argue that focusing on the highly contested topic of `artificial general intelligence'…

A number of leading AI companies, including OpenAI, Google DeepMind, and Anthropic, have the stated goal of building artificial general intelligence (AGI) - AI systems that achieve or exceed human performance across a wide range of…

Computers and Society · Computer Science 2023-05-15 Jonas Schuett , Noemi Dreksler , Markus Anderljung , David McCaffary , Lennart Heim , Emma Bluemke , Ben Garfinkel

In the last years, Artificial Intelligence (AI) has achieved a notable momentum that may deliver the best of expectations over many application sectors across the field. For this to occur, the entire community stands in front of the barrier…

The field of artificial intelligence (AI) represents an enormous endeavour of humankind that is currently transforming our societies down to their very foundations. Its task, building truly intelligent systems, is underpinned by a vast…

Computers and Society · Computer Science 2019-07-25 Alexander Serb , Themistoklis Prodromakis
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