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This paper leverages various philosophical and ontological frameworks to explore the concept of embodied artificial general intelligence (AGI), its relationship to human consciousness, and the key role of the metaverse in facilitating this…

Artificial Intelligence · Computer Science 2025-06-17 Martin Schmalzried

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

Artificial General Intelligence (AGI) has been a long-standing goal of humanity, with the aim of creating machines capable of performing any intellectual task that humans can do. To achieve this, AGI researchers draw inspiration from the…

Artificial Intelligence · Computer Science 2023-03-29 Lin Zhao , Lu Zhang , Zihao Wu , Yuzhong Chen , Haixing Dai , Xiaowei Yu , Zhengliang Liu , Tuo Zhang , Xintao Hu , Xi Jiang , Xiang Li , Dajiang Zhu , Dinggang Shen , Tianming Liu

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

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…

The lack of a concrete definition for Artificial General Intelligence (AGI) obscures the gap between today's specialized AI and human-level cognition. This paper introduces a quantifiable framework to address this, defining AGI as matching…

Existing theoretical universal algorithmic intelligence models are not practically realizable. More pragmatic approach to artificial general intelligence is based on cognitive architectures, which are, however, non-universal in sense that…

Artificial Intelligence · Computer Science 2012-09-20 Alexey Potapov , Sergey Rodionov , Andrew Myasnikov , Galymzhan Begimov

This review aims to contribute to the quest for artificial general intelligence by examining neuroscience and cognitive psychology methods for potential inspiration. Despite the impressive advancements achieved by deep learning models in…

Artificial Intelligence · Computer Science 2024-01-23 Florin Leon

One goal of AI (and AGI) is to identify and understand specific mechanisms and representations sufficient for general intelligence. Often, this work manifests in research focused on architectures and many cognitive architectures have been…

Artificial Intelligence · Computer Science 2025-06-17 Robert E. Wray , James R. Kirk , John E. Laird

Large Language Models (LLMs) have demonstrated impressive real-world utility, exemplifying artificial useful intelligence (AUI). However, their ability to reason adaptively and robustly -- the hallmarks of artificial general intelligence…

Machine Learning · Computer Science 2025-08-27 Seungwook Han , Jyothish Pari , Samuel J. Gershman , Pulkit Agrawal

The article identified 42 cognitive architectures for creating general artificial intelligence (AGI) and proposed a set of interrelated functional blocks that an agent approaching AGI in its capabilities should possess. Since the required…

Artificial Intelligence · Computer Science 2024-09-10 Artem Sukhobokov , Evgeny Belousov , Danila Gromozdov , Anna Zenger , Ilya Popov

The article analyses foundational principles relevant to the creation of artificial general intelligence (AGI). Intelligence is understood as the ability to create novel skills that allow to achieve goals under previously unknown…

Artificial Intelligence · Computer Science 2025-03-11 Rolf Pfister

It is argued that a broad class of AGI-relevant algorithms can be expressed in a common formal framework, via specifying Galois connections linking search and optimization processes on directed metagraphs whose edge targets are labeled with…

Artificial Intelligence · Computer Science 2021-02-23 Ben Goertzel

Reasoning, a crucial ability for complex problem-solving, plays a pivotal role in various real-world settings such as negotiation, medical diagnosis, and criminal investigation. It serves as a fundamental methodology in the field of…

Artificial general intelligence (AGI) is an established field of research. Yet some have questioned if the term still has meaning. AGI has been subject to so much hype and speculation it has become something of a Rorschach test. Melanie…

Artificial Intelligence · Computer Science 2025-08-11 Michael Timothy Bennett

There is a significant lack of unified approaches to building generally intelligent machines. The majority of current artificial intelligence research operates within a very narrow field of focus, frequently without considering the…

Artificial Intelligence · Computer Science 2016-11-03 Marek Rosa , Jan Feyereisl , The GoodAI Collective

Despite widespread discussion of AGI, there is no clear framework for measuring progress toward it. This ambiguity fuels subjective claims, makes it difficult to track progress, and risks hindering responsible governance. As a starting…

The debate around Artificial General Intelligence (AGI) remains open due to two fundamentally different goals: replicating human-like performance versus replicating human-like cognitive processes. We argue that current performance-based…

Artificial Intelligence · Computer Science 2025-09-23 Meltem Subasioglu , Nevzat Subasioglu

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

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
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