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This paper outlines the state of the art in AI. It then describes basic machine learning and knowledge processing techniques. Based on this, some possibilities and limitations of future AI developments are discussed.

Artificial Intelligence · Computer Science 2021-04-23 Ulrike Barthelmeß , Ulrich Furbach

Are intelligent machines really intelligent? Is the underlying philosophical concept of intelligence satisfactory for describing how the present systems work? Is understanding a necessary and sufficient condition for intelligence? If a…

Artificial Intelligence · Computer Science 2022-07-25 Eduardo C. Garrido-Merchán , Carlos Blanco

Turing test was long considered the measure for artificial intelligence. But with the advances in AI, it has proved to be insufficient measure. We can now aim to mea- sure machine intelligence like we measure human intelligence. One of the…

Artificial Intelligence · Computer Science 2017-05-15 Arindam Bhattacharya

The capabilities of artificial intelligence systems have been advancing to a great extent, but these systems still struggle with failure modes, vulnerabilities, and biases. In this paper, we study the current state of the field, and present…

Cryptography and Security · Computer Science 2025-06-12 Xingli Fang , Jianwei Li , Varun Mulchandani , Jung-Eun Kim

Explainability has been an important goal since the early days of Artificial Intelligence. Several approaches for producing explanations have been developed. However, many of these approaches were tightly coupled with the capabilities of…

Artificial Intelligence · Computer Science 2020-03-20 Shruthi Chari , Daniel M. Gruen , Oshani Seneviratne , Deborah L. McGuinness

This introductory chapter provides an overview of the evolution and impact of Artificial Intelligence technologies in today society. Beginning with a historical context while exploring a few general definitions of AI, the author provides a…

Computers and Society · Computer Science 2024-07-31 Catalin Vrabie

Artificial intelligence (AI) is a digital technology that will be of major importance for the development of humanity in the near future. AI has raised fundamental questions about what we should do with such systems, what the systems…

Computers and Society · Computer Science 2025-08-26 Vincent C. Müller

We have defined the Conscious Turing Machine (CTM) for the purpose of investigating a Theoretical Computer Science (TCS) approach to consciousness. For this, we have hewn to the TCS demand for simplicity and understandability. The CTM is…

Artificial Intelligence · Computer Science 2023-03-31 Lenore Blum , Manuel Blum

We extend the capabilities of neural networks by coupling them to external memory resources, which they can interact with by attentional processes. The combined system is analogous to a Turing Machine or Von Neumann architecture but is…

Neural and Evolutionary Computing · Computer Science 2014-12-11 Alex Graves , Greg Wayne , Ivo Danihelka

This is an integrative review that address the question, "What makes for a good explanation?" with reference to AI systems. Pertinent literatures are vast. Thus, this review is necessarily selective. That said, most of the key concepts and…

Artificial Intelligence · Computer Science 2019-02-07 Shane T. Mueller , Robert R. Hoffman , William Clancey , Abigail Emrey , Gary Klein

The Turing machine is one of the simple abstract computational devices that can be used to investigate the limits of computability. In this paper, they are considered from several points of view that emphasize the importance and the…

Computational Complexity · Computer Science 2012-03-16 Yaroslav D. Sergeyev , Alfredo Garro

Superintelligence is a hypothetical agent that possesses intelligence far surpassing that of the brightest and most gifted human minds. In light of recent advances in machine intelligence, a number of scientists, philosophers and…

Computers and Society · Computer Science 2021-01-12 Manuel Alfonseca , Manuel Cebrian , Antonio Fernandez Anta , Lorenzo Coviello , Andres Abeliuk , Iyad Rahwan

We revisit the question (most famously) initiated by Turing: can human intelligence be completely modeled by a Turing machine? We show that the answer is \emph{no}, assuming a certain weak soundness hypothesis. More specifically we show…

Artificial Intelligence · Computer Science 2020-01-23 Yasha Savelyev

The question of whether artificial beings or machines could become self-aware or consciousness has been a philosophical question for centuries. The main problem is that self-awareness cannot be observed from an outside perspective and the…

Artificial Intelligence · Computer Science 2020-12-29 Patrick Krauss , Andreas Maier

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

This study provides a systematic review of the recent advances in designing the intelligent tutoring robot (ITR), and summarises the status quo of applying artificial intelligence (AI) techniques. We first analyse the environment of the ITR…

Artificial Intelligence · Computer Science 2019-03-11 Jinyu Yang , Bo Zhang

This paper investigates the prospect of developing human-interpretable, explainable artificial intelligence (AI) systems based on active inference and the free energy principle. We first provide a brief overview of active inference, and in…

Artificial intelligence commonly refers to the science and engineering of artificial systems that can carry out tasks generally associated with requiring aspects of human intelligence, such as playing games, translating languages, and…

Artificial Intelligence · Computer Science 2025-02-11 Andreas Krause , Jonas Hübotter

The ever increasing prevalence of publicly available structured data on the World Wide Web enables new applications in a variety of domains. In this paper, we provide a conceptual approach that leverages such data in order to explain the…

Artificial Intelligence · Computer Science 2017-10-13 Md Kamruzzaman Sarker , Ning Xie , Derek Doran , Michael Raymer , Pascal Hitzler

Although the definition and measurement of intelligence is clearly of fundamental importance to the field of artificial intelligence, no general survey of definitions and tests of machine intelligence exists. Indeed few researchers are even…

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