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A traditional approach to assessing emerging intelligence in the theory of intelligent systems is based on the similarity, "imitation" of human-like actions and behaviors, benchmarking the performance of intelligent systems on the scale of…

Neural and Evolutionary Computing · Computer Science 2025-05-28 Serge Dolgikh

The evolution of artificial intelligence (AI) has profoundly impacted human society, driving significant advancements in multiple sectors. AGI, distinguished by its ability to execute diverse real-world tasks with efficiency and…

Artificial Intelligence · Computer Science 2024-11-26 Tao Feng , Chuanyang Jin , Jingyu Liu , Kunlun Zhu , Haoqin Tu , Zirui Cheng , Guanyu Lin , Jiaxuan You

Artificial general intelligence (AGI) refers to research aimed at tackling the full problem of artificial intelligence, that is, create truly intelligent agents. This sets it apart from most AI research which aims at solving relatively…

Artificial Intelligence · Computer Science 2011-09-08 Tom Schaul , Julian Togelius , Jürgen Schmidhuber

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…

Conceptual abstraction and analogy-making are key abilities underlying humans' abilities to learn, reason, and robustly adapt their knowledge to new domains. Despite of a long history of research on constructing AI systems with these…

Artificial Intelligence · Computer Science 2022-01-19 Melanie Mitchell

This paper aims to establish a consensus on AGI's definition. General intelligence refers to the adaptation to open environments according to certain principles using limited resources. It emphasizes that adaptation or learning is an…

Artificial Intelligence · Computer Science 2024-04-17 Bowen Xu

Building future wireless systems that support services like digital twins (DTs) is challenging to achieve through advances to conventional technologies like meta-surfaces. While artificial intelligence (AI)-native networks promise to…

Artificial Intelligence · Computer Science 2024-05-08 Walid Saad , Omar Hashash , Christo Kurisummoottil Thomas , Christina Chaccour , Merouane Debbah , Narayan Mandayam , Zhu Han

General intelligence, the ability to solve arbitrary solvable problems, is supposed by many to be artificially constructible. Narrow intelligence, the ability to solve a given particularly difficult problem, has seen impressive recent…

Artificial Intelligence · Computer Science 2020-07-22 Michael K Cohen , Badri Vellambi , Marcus Hutter

Large-scale Artificial General Intelligence (AGI) models, including Large Language Models (LLMs) such as ChatGPT/GPT-4, have achieved unprecedented success in a variety of general domain tasks. Yet, when applied directly to specialized…

Perhaps the most ambitious scientific quest in human history is the creation of general artificial intelligence, which roughly means AI that is as smart or smarter than humans. The dominant approach in the machine learning community is to…

Artificial Intelligence · Computer Science 2020-02-04 Jeff Clune

This paper is a submission to the Open Philanthropy AI Worldviews Contest. In it, we estimate the likelihood of transformative artificial general intelligence (AGI) by 2043 and find it to be <1%. Specifically, we argue: The bar is high: AGI…

Artificial Intelligence · Computer Science 2023-06-06 Ari Allyn-Feuer , Ted Sanders

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

Research has a long history of discussing what is superior in predicting certain outcomes: statistical methods or the human brain. This debate has repeatedly been sparked off by the remarkable technological advances in the field of…

Artificial Intelligence · Computer Science 2021-05-04 Dominik Dellermann , Philipp Ebel , Matthias Soellner , Jan Marco Leimeister

Current and foreseeable GenAI models are not capable of achieving artificial general intelligence because they are burdened with anthropogenic debt. They depend heavily on human input to provide well-structured problems, architecture, and…

Neurons and Cognition · Quantitative Biology 2025-02-13 Herbert Roitblat

This paper presents a tentative outline for the construction of an artificial, generally intelligent system (AGI). It is argued that building a general data compression algorithm solving all problems up to a complexity threshold should be…

Artificial Intelligence · Computer Science 2015-06-16 Arthur Franz

Recent advancements in Artificial Intelligence (AI), particularly with Large Language Models (LLMs), have led to significant progress in narrow tasks such as image classification, language translation, coding, and writing. However, these…

Artificial Intelligence · Computer Science 2024-12-02 Daniel A. Dollinger , Michael Singleton

This article surveys engineering and neuroscientific models of planning as a cognitive function, which is regarded as a typical function of fluid intelligence in the discussion of general intelligence. It aims to present existing planning…

Artificial Intelligence · Computer Science 2020-03-30 Naoya Arakawa

We describe a path to humanity safely thriving with powerful Artificial General Intelligences (AGIs) by building them to provably satisfy human-specified requirements. We argue that this will soon be technically feasible using advanced AI…

Computers and Society · Computer Science 2023-09-06 Max Tegmark , Steve Omohundro

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

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