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This review critically distinguishes between AI Agents and Agentic AI, offering a structured, conceptual taxonomy, application mapping, and analysis of opportunities and challenges to clarify their divergent design philosophies and…

人工智能 · 计算机科学 2025-10-01 Ranjan Sapkota , Konstantinos I. Roumeliotis , Manoj Karkee

Artificial Intelligence (AI) has emerged as a key technology, driving advancements across a range of applications. Its integration into modern autonomous systems requires assuring safety. However, the challenge of assuring safety in systems…

机器学习 · 计算机科学 2024-12-19 Ronald Schnitzer , Lennart Kilian , Simon Roessner , Konstantinos Theodorou , Sonja Zillner

The rapid advancement of Generative AI has catalyzed the emergence of autonomous AI agents, presenting unprecedented challenges for enterprise computing infrastructures. Current enterprise API architectures are predominantly designed for…

软件工程 · 计算机科学 2025-02-26 Vaibhav Tupe , Shrinath Thube

Artificial intelligence is transforming the way we work with information across disciplines and practical contexts. A growing range of disciplines are now involved in studying, developing, and assessing the use of AI in practice, but these…

计算机与社会 · 计算机科学 2024-09-20 Denis Newman-Griffis

The emergence of large language models has catalyzed two distinct yet interconnected paradigms in artificial intelligence: standalone AI Agents and collaborative Agentic AI ecosystems. This comprehensive study establishes a definitive…

人工智能 · 计算机科学 2025-06-17 Prashik Buddhaghosh Bansod

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…

人工智能 · 计算机科学 2024-09-10 Artem Sukhobokov , Evgeny Belousov , Danila Gromozdov , Anna Zenger , Ilya Popov

Participants in recent discussions of AI-related issues ranging from intelligence explosion to technological unemployment have made diverse claims about the nature, pace, and drivers of progress in AI. However, these theories are rarely…

人工智能 · 计算机科学 2015-12-21 Miles Brundage

Using Large Language Models (LLMs) in an evolutionary or other iterative search framework have demonstrated significant potential in automated algorithm design. However, the underlying fitness landscape, which is critical for understanding…

人工智能 · 计算机科学 2025-08-28 Fei Liu , Qingfu Zhang , Jialong Shi , Xialiang Tong , Kun Mao , Mingxuan Yuan

The development of high-level autonomous driving (AD) is shifting from perception-centric limitations to a more fundamental bottleneck, namely, a deficit in robust and generalizable reasoning. Although current AD systems manage structured…

人工智能 · 计算机科学 2026-03-13 Kejin Yu , Yuhan Sun , Taiqiang Wu , Ruixu Zhang , Zhiqiang Lin , Yuxin Meng , Junjie Wang , Yujiu Yang

Many assumptions that underpin human concepts of identity do not hold for machine minds that can be copied, edited, or simulated. We argue that there exist many different coherent identity boundaries (e.g.\ instance, model, persona), and…

This paper examines the evolution, architecture, and practical applications of AI agents from their early, rule-based incarnations to modern sophisticated systems that integrate large language models with dedicated modules for perception,…

人工智能 · 计算机科学 2025-03-18 Naveen Krishnan

Deep learning has become the de facto standard and dominant paradigm in image analysis tasks, achieving state-of-the-art performance. However, this approach often results in "black-box" models, whose decision-making processes are difficult…

计算机视觉与模式识别 · 计算机科学 2025-09-24 Nguyen Van Tu , Pham Nguyen Hai Long , Vo Hoai Viet

The rapid development of AI and LLMs has driven new methods of SDLC, in which a large portion of code, technical, and business documentation is generated automatically. However, since there is no single architectural framework that can…

软件工程 · 计算机科学 2026-04-02 Oleg Grynets , Vasyl Lyashkevych

For a long time, humanity has pursued artificial intelligence (AI) equivalent to or surpassing the human level, with AI agents considered a promising vehicle for this pursuit. AI agents are artificial entities that sense their environment,…

In remote and hybrid work contexts, the integration of physical and digital environments is revolutionizing spatial experiences, collaboration, and interpersonal interactions. This study examines three fundamental spatial conditions: the…

The era of intelligent agents is upon us, driven by revolutionary advancements in large language models. Large Language Model (LLM) agents, with goal-driven behaviors and dynamic adaptation capabilities, potentially represent a critical…

This paper presents a forward-looking vision for artificial intelligence-driven software architecture that addresses longstanding challenges in design and evolution. Although artificial intelligence has achieved notable success in software…

软件工程 · 计算机科学 2025-04-08 Alessio Bucaioni , Martin Weyssow , Junda He , Yunbo Lyu , David Lo

Public attitudes toward artificial intelligence (AI) and driving safety are typically studied in isolation using variable-centered methods that assume population homogeneity, yet risk perception theory predicts that these evaluations covary…

计算机与社会 · 计算机科学 2026-04-07 Amir Rafe , Anika Baitullah , Subasish Das

This position paper argues that the image processing community should broaden its focus from purely model-centric development to include agentic system design as an essential complementary paradigm. While deep learning has significantly…

计算机视觉与模式识别 · 计算机科学 2025-05-23 Jinjin Gu

We introduce the concept of "Design Agents" for engineering applications, particularly focusing on the automotive design process, while emphasizing that our approach can be readily extended to other engineering and design domains. Our…

人工智能 · 计算机科学 2025-12-04 Mohamed Elrefaie , Janet Qian , Raina Wu , Qian Chen , Angela Dai , Faez Ahmed