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Producing an artificial general intelligence (AGI) has been an elusive goal in artificial intelligence (AI) research for some time. An AGI would have the capability, like a human, to be exposed to a new problem domain, learn about it and…

Artificial Intelligence · Computer Science 2024-06-18 Jeremy Straub

Artificial general intelligence (AGI) does not yet exist, but given the pace of technological development in artificial intelligence, it is projected to reach human-level intelligence within roughly the next two decades. After that, many…

Computers and Society · Computer Science 2023-11-16 David R. Mandel

We spell out a definition of sentience that may be useful for designing and building it in machines. We propose that for sentience to be meaningful for AI, it must be fleshed out in functional, computational terms, in enough detail to allow…

Artificial Intelligence · Computer Science 2025-06-26 Konstantin Demin , Taylor Webb , Eric Elmoznino , Hakwan Lau

The ability to use symbols is the pinnacle of human intelligence, but has yet to be fully replicated in machines. Here we argue that the path towards symbolically fluent artificial intelligence (AI) begins with a reinterpretation of what…

Artificial Intelligence · Computer Science 2022-01-24 Adam Santoro , Andrew Lampinen , Kory Mathewson , Timothy Lillicrap , David Raposo

Artificial general intelligence (AGI) has gained global recognition as a future technology due to the emergence of breakthrough large language models and chatbots such as GPT-4 and ChatGPT, respectively. Compared to conventional AI models,…

Artificial Intelligence · Computer Science 2024-03-14 Ehsan Latif , Gengchen Mai , Matthew Nyaaba , Xuansheng Wu , Ninghao Liu , Guoyu Lu , Sheng Li , Tianming Liu , Xiaoming Zhai

During the evolution of large models, performance evaluation is necessarily performed to assess their capabilities and ensure safety before practical application. However, current model evaluations mainly rely on specific tasks and…

Artificial Intelligence · Computer Science 2024-03-07 Youzhi Qu , Chen Wei , Penghui Du , Wenxin Che , Chi Zhang , Wanli Ouyang , Yatao Bian , Feiyang Xu , Bin Hu , Kai Du , Haiyan Wu , Jia Liu , Quanying Liu

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

The overarching problem in artificial intelligence (AI) is that we do not understand the intelligence process well enough to enable the development of adequate computational models. Much work has been done in AI over the years at lower…

Artificial Intelligence · Computer Science 2018-11-16 Paul Yaworsky

A fundamental problem in artificial intelligence is that nobody really knows what intelligence is. The problem is especially acute when we need to consider artificial systems which are significantly different to humans. In this paper we…

Artificial Intelligence · Computer Science 2008-06-26 Shane Legg , Marcus Hutter

The concept of "task" is at the core of artificial intelligence (AI): Tasks are used for training and evaluating AI systems, which are built in order to perform and automatize tasks we deem useful. In other fields of engineering theoretical…

Artificial Intelligence · Computer Science 2016-05-13 Kristinn R. Thórisson , Jordi Bieger , Thröstur Thorarensen , Jóna S. Sigurðardóttir , Bas R. Steunebrink

This essay develops a theoretical framework for a semantic Artificial General Intelligence (AGI) based on the notion of semantic attractors in complex-valued meaning spaces. Departing from current transformer-based language models, which…

Computation and Language · Computer Science 2025-08-27 Hans-Joachim Rudolph

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 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

Artificial Intelligence systems cannot yet match human abilities to apply knowledge to situations that vary from what they have been programmed for, or trained for. In visual object recognition methods of inference exploiting top-down…

Artificial Intelligence · Computer Science 2022-05-18 Frank Guerin

We propose a framework for classifying the capabilities and behavior of Artificial General Intelligence (AGI) models and their precursors. This framework introduces levels of AGI performance, generality, and autonomy, providing a common…

Affective Computing (AC) has enabled Artificial Intelligence (AI) systems to recognise, interpret, and respond to human emotions - a capability also known as Artificial Emotional Intelligence (AEI). It is increasingly seen as an important…

Human-Computer Interaction · Computer Science 2025-08-19 Yupei Li , Qiyang Sun , Michelle Schlicher , Yee Wen Lim , Björn W. Schuller

Artificial Intelligence is a field that lives many lives, and the term has come to encompass a motley collection of scientific and commercial endeavours. In this paper, I articulate the contours of a rather neglected but central scientific…

Artificial Intelligence · Computer Science 2024-08-19 Dimitri Coelho Mollo

We characterize three notions of explainable AI that cut across research fields: opaque systems that offer no insight into its algo- rithmic mechanisms; interpretable systems where users can mathemat- ically analyze its algorithmic…

Artificial Intelligence · Computer Science 2017-10-03 Derek Doran , Sarah Schulz , Tarek R. Besold

Artificial General Intelligence (AGI), possessing the capacity to comprehend, learn, and execute tasks with human cognitive abilities, engenders significant anticipation and intrigue across scientific, commercial, and societal arenas. This…

Artificial General Intelligence (AGI) is promoted by technology leaders and investors as a system capable of performing all human intellectual tasks, and potentially surpassing them. Despite its vague definition and uncertain feasibility,…

Computers and Society · Computer Science 2025-09-08 Andreu Belsunces Gonçalves