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This book provides a compact, derivation-oriented introduction to the mathematical foundations of modern generative artificial intelligence. Rather than surveying every recent architecture or implementation detail, it develops a coherent…

Machine Learning · Computer Science 2026-05-29 Tianhua Chen

The concept of rationality is central to the field of artificial intelligence (AI). Whether we are seeking to simulate human reasoning, or trying to achieve bounded optimality, our goal is generally to make artificial agents as rational as…

Artificial Intelligence · Computer Science 2025-09-05 Olivia Macmillan-Scott , Mirco Musolesi

Artificial Intelligence (AI) logic formalizes the reasoning of intelligent agents. In this paper, we discuss how an argumentation-based AI logic could be used also to formalize important aspects of social reasoning. Besides reasoning about…

Artificial Intelligence · Computer Science 2021-10-12 Huimin Dong , Réka Markovich , Leendert van der Torre

Sensemaking is an important preceding step for activities like consensus building and decision-making. When groups of people make sense of large amounts of information, their understanding gradually evolves from vague to clear. During this…

Human-Computer Interaction · Computer Science 2026-03-24 Zhuoyi Cheng , Steven Houben

Artificial Intelligence (AI) techniques play a pivotal role in optimizing wireless communication networks. However, traditional deep learning approaches often act as closed boxes, lacking the structured reasoning abilities needed to tackle…

Networking and Internet Architecture · Computer Science 2025-09-12 Haoxiang Luo , Yu Yan , Yanhui Bian , Wenjiao Feng , Ruichen Zhang , Yinqiu Liu , Jiacheng Wang , Gang Sun , Dusit Niyato , Hongfang Yu , Abbas Jamalipour , Shiwen Mao

Recent progress in artificial intelligence (AI) has renewed interest in building systems that learn and think like people. Many advances have come from using deep neural networks trained end-to-end in tasks such as object recognition, video…

Artificial Intelligence · Computer Science 2016-11-03 Brenden M. Lake , Tomer D. Ullman , Joshua B. Tenenbaum , Samuel J. Gershman

We present components of an AI-assisted academic writing system including citation recommendation and introduction writing. The system recommends citations by considering the user's current document context to provide relevant suggestions.…

Artificial Intelligence · Computer Science 2025-03-19 Daniel J. Liebling , Malcolm Kane , Madeleine Grunde-Mclaughlin , Ian J. Lang , Subhashini Venugopalan , Michael P. Brenner

Reasoning is a fundamental cognitive process underlying inference, problem-solving, and decision-making. While large language models (LLMs) demonstrate strong reasoning capabilities in closed-world settings, they struggle in open-ended and…

This article explores the transformative impact of artificial intelligence (AI) on scientific research. It highlights ten ways in which AI is revolutionizing the work of scientists, including powerful referencing tools, improved…

General Literature · Computer Science 2023-07-21 César França

Amidst the race to create more intelligent machines there is a risk that we will rely on AI in ways that reduce our own agency as humans. To reduce this risk, we could aim to create tools that prioritize and enhance the human role in…

Human-Computer Interaction · Computer Science 2026-01-15 Sean Koon

Physical reasoning is a crucial aspect in the development of general AI systems, given that human learning starts with interacting with the physical world before progressing to more complex concepts. Although researchers have studied and…

Artificial Intelligence · Computer Science 2023-12-19 Andrew Melnik , Robin Schiewer , Moritz Lange , Andrei Muresanu , Mozhgan Saeidi , Animesh Garg , Helge Ritter

The ongoing artificial intelligence (AI) revolution has the potential to change almost every line of work. As AI capabilities continue to improve in accuracy, robustness, and reach, AI may outperform and even replace human experts across…

Digital Libraries · Computer Science 2024-06-04 Jian Gao , Dashun Wang

Defining artificial intelligence (AI) is a persistent challenge, often muddied by technical ambiguity and varying interpretations. Commonly used definitions heavily emphasize technical properties of AI but neglect the human purpose of it.…

Computers and Society · Computer Science 2024-10-21 Johannes Dahlke

This research paper presents a study of undergraduate technology students' self-reflective learning about artificial intelligence (AI). Research on AI literacy proposes that learners must develop five competencies associated with AI:…

Computers and Society · Computer Science 2025-08-22 Ashish Hingle , Aditya Johri

This book uses the modern theory of artificial intelligence (AI) to understand human suffering or mental pain. Both humans and sophisticated AI agents process information about the world in order to achieve goals and obtain rewards, which…

Machine Learning · Computer Science 2024-09-06 Aapo Hyvärinen

This chapter discusses AI from the prism of an automated process for the organization of data, and exemplifies the role that explainability has to play in moving from the current generation of AI systems to the next one, where the role of…

Artificial Intelligence · Computer Science 2021-11-15 Loizos Michael

What does the cost of academic publishing look like to the common researcher today? Our goal is to convey the current state of academic publishing, specifically in regards to the field of computer science and provide analysis and data to be…

Digital Libraries · Computer Science 2015-12-02 Joseph Paul Cohen , Carla Aravena , Wei Ding

AI agents are continually optimized for tasks related to human work, such as software engineering and professional writing, signaling a pressing trend with significant impacts on the human workforce. However, these agent developments have…

Artificial Intelligence · Computer Science 2025-11-10 Zora Zhiruo Wang , Yijia Shao , Omar Shaikh , Daniel Fried , Graham Neubig , Diyi Yang

AI-powered educational technologies have demonstrated measurable benefits for learners, but their design and evaluation have largely centered on K-12 contexts. As a result, many AI-supported learning systems remain poorly aligned with the…

Scientific discovery is a complex cognitive process that has driven human knowledge and technological progress for centuries. While artificial intelligence (AI) has made significant advances in automating aspects of scientific reasoning,…

Machine Learning · Computer Science 2024-12-24 Chandan K Reddy , Parshin Shojaee
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