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The emergence of generative AI, large language models (LLMs), and foundation models is fundamentally reshaping computer science, and visualization and visual analytics are no exception. We present a systematic framework for understanding…

Human-Computer Interaction · Computer Science 2025-11-18 Niklas Elmqvist , Clemens Nylandsted Klokmose

Artificial Intelligence (AI) is a transformative yet double-edged technology that can advance human welfare while also posing risks to humans and society. In response, the Human-Centered Artificial Intelligence (HCAI) approach has emerged…

Human-Computer Interaction · Computer Science 2026-02-20 Wei Xu

Artificial Intelligence (AI) agents have rapidly evolved from specialized, rule-based programs to versatile, learning-driven autonomous systems capable of perception, reasoning, and action in complex environments. The explosion of data,…

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

Machine learning algorithms are being used in high-stakes decisions, including those in criminal justice, healthcare, credit, and employment. The research community has responded with two largely independent research fields:…

Artificial Intelligence · Computer Science 2026-05-12 Gideon Popoola , John Sheppard

Mitigating bias in algorithmic systems is a critical issue drawing attention across communities within the information and computer sciences. Given the complexity of the problem and the involvement of multiple stakeholders -- including…

Artificial intelligence (AI) algorithms using deep learning have advanced the classification of skin disease images; however these algorithms have been mostly applied "in silico" and not validated clinically. Most dermatology AI algorithms…

Computer Vision and Pattern Recognition · Computer Science 2021-05-24 Roxana Daneshjou , Carrie Kovarik , Justin M Ko

This article is a brief guide to the field of algorithmic information theory (AIT), its underlying philosophy, and the most important concepts. AIT arises by mixing information theory and computation theory to obtain an objective and…

Information Theory · Computer Science 2009-09-29 Marcus Hutter

Processes occurring in brains, a.k.a. biological neural networks, can and have been modeled within artificial neural network architectures. Due to this, we have conducted a review of research on the phenomenon of blindsight in an attempt to…

Neurons and Cognition · Quantitative Biology 2022-01-04 Joshua Bensemann , Qiming Bao , Gaël Gendron , Tim Hartill , Michael Witbrock

Continual learning--the ability to acquire, retain, and refine knowledge over time--has always been fundamental to intelligence, both human and artificial. Historically, different AI paradigms have acknowledged this need, albeit with…

Machine Learning · Computer Science 2025-06-05 Jack Bell , Luigi Quarantiello , Eric Nuertey Coleman , Lanpei Li , Malio Li , Mauro Madeddu , Elia Piccoli , Vincenzo Lomonaco

Artificial intelligence (AI) technologies have dramatically advanced in recent years, resulting in revolutionary changes in people's lives. Empowered by edge computing, AI workloads are migrating from centralized cloud architectures to…

Hardware Architecture · Computer Science 2021-03-31 Cong Hao , Jordan Dotzel , Jinjun Xiong , Luca Benini , Zhiru Zhang , Deming Chen

What do we want from machine intelligence? We envision machines that are not just tools for thought, but partners in thought: reasonable, insightful, knowledgeable, reliable, and trustworthy systems that think with us. Current artificial…

Artificial Intelligence (AI) is becoming the corner stone of many systems used in our daily lives such as autonomous vehicles, healthcare systems, and unmanned aircraft systems. Machine Learning is a field of AI that enables systems to…

Artificial Intelligence · Computer Science 2022-06-27 Lionel Nganyewou Tidjon , Foutse Khomh

As the field progresses toward Artificial General Intelligence (AGI), there is a pressing need for more comprehensive and insightful evaluation frameworks that go beyond aggregate performance metrics. This paper introduces a unified rating…

Current artificial intelligence (AI) models often focus on enhancing performance through meticulous parameter tuning and optimization techniques. However, the fundamental design principles behind these models receive comparatively less…

Artificial Intelligence · Computer Science 2024-08-28 Jing Ren , Feng Xia

The last two decades have seen tremendous advances in Artificial Intelligence. The exponential growth in terms of computation capabilities has given us hope of developing humans like robots. The question is: are we there yet? Maybe not.…

Artificial Intelligence · Computer Science 2022-02-02 Madhav Agarwal , Siddhant Bansal

Artificial intelligence is one of the drivers of modern technological development. The current approach to the development of intelligent systems is data-centric. It has several limitations: it is fundamentally impossible to collect data…

Artificial Intelligence · Computer Science 2021-12-10 Kirill Krinkin , Yulia Shichkina , Andrey Ignatyev

Recently, stemming from the rapid development of artificial intelligence, which has gained expansive success in pattern recognition, robotics, and bioinformatics, neuroscience is also gaining tremendous progress. A kind of spiking neural…

Neural and Evolutionary Computing · Computer Science 2024-07-02 Shengjie Zheng , Lang Qian , Pingsheng Li , Chenggang He , Xiaoqin Qin , Xiaojian Li

Explainable Artificial Intelligence (XAI) has experienced a significant growth over the last few years. This is due to the widespread application of machine learning, particularly deep learning, that has led to the development of highly…

Artificial Intelligence · Computer Science 2020-10-13 Giulia Vilone , Luca Longo

Artificial General Intelligence (AGI) is increasingly being discussed not only as a tool, but also as a potential subject with personal and therefore moral status. In our opinion, the currently dominant alignment strategies, which focus on…

Artificial Intelligence · Computer Science 2026-04-17 Till Mossakowski , Helena Esther Grass