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The current advancement in and deployment of agentic AI systems has created a set of key challenges for the legal frameworks that govern their use. We cover two central components: first, the regulatory classification of agents under the EU…

Computers and Society · Computer Science 2026-04-28 Philipp Hacker , Matthias Holweg

This paper argues that market governance mechanisms should be considered a key approach in the governance of artificial intelligence (AI), alongside traditional regulatory frameworks. While current governance approaches have predominantly…

General Economics · Economics 2025-03-06 Philip Moreira Tomei , Rupal Jain , Matija Franklin

Data science plays a critical role in transforming complex data into actionable insights across numerous domains. Recent developments in large language models (LLMs) have significantly automated data science workflows, but a fundamental…

The emergence of Large Language Models has fundamentally transformed the capabilities of AI agents, enabling a new class of autonomous agents capable of interacting with their environment through dynamic code generation and execution. These…

Computers and Society · Computer Science 2025-01-27 Jordi Montes Sanabria , Pol Alvarez Vecino

AI agents -- systems that combine foundation models with reasoning, planning, memory, and tool use -- are rapidly becoming a practical interface between natural-language intent and real-world computation. This survey synthesizes the…

Artificial Intelligence · Computer Science 2026-01-06 Bin Xu

Agentic AI systems - systems that can pursue goals through multi-step planning and tool-mediated action with limited direct supervision - are moving from experimental prototypes to enterprise deployments. This transition introduces tensions…

Computers and Society · Computer Science 2026-05-21 Nelly Dux , Cristina Alaimo , Philippe Roussiere , Abhishek Kumar Mishra

Agentic AI systems capable of reasoning, planning, and executing actions present fundamentally distinct governance challenges compared to traditional AI models. Unlike conventional AI, these systems exhibit emergent and unexpected behaviors…

Artificial Intelligence · Computer Science 2025-11-19 Charles L. Wang , Trisha Singhal , Ameya Kelkar , Jason Tuo

AI has proven highly successful at urban planning analysis -- learning patterns from data to predict future conditions. The next frontier is AI-assisted decision-making: agents that recommend sites, allocate resources, and evaluate…

Artificial Intelligence · Computer Science 2025-11-10 Sijie Yang , Jiatong Li , Filip Biljecki

The pursuit of alpha returns that exceed market benchmarks has undergone a profound transformation, evolving from intuition-driven investing to autonomous, AI powered systems. This paper introduces a comprehensive five stage taxonomy that…

Machine Learning · Computer Science 2025-05-22 Mohammad Rubyet Islam

The evolution of agentic systems represents a significant milestone in artificial intelligence and modern software systems, driven by the demand for vertical intelligence tailored to diverse industries. These systems enhance business…

Multiagent Systems · Computer Science 2025-01-03 Fouad Bousetouane

The emergence of Agentic Artificial Intelligence (AAI) systems capable of independently initiating digital interactions necessitates a new optimisation paradigm designed explicitly for seamless agent-platform interactions. This article…

Artificial Intelligence · Computer Science 2026-04-20 Luciano Floridi , Carlotta Buttaboni , Nicolas Gertler , Emmie Hine , Jessica Morley , Claudio Novelli , Tyler Schroder

Financial trading is a crucial component of the markets, informed by a multimodal information landscape encompassing news, prices, and Kline charts, and encompasses diverse tasks such as quantitative trading and high-frequency trading with…

Trading and Market Microstructure · Quantitative Finance 2024-07-01 Wentao Zhang , Lingxuan Zhao , Haochong Xia , Shuo Sun , Jiaze Sun , Molei Qin , Xinyi Li , Yuqing Zhao , Yilei Zhao , Xinyu Cai , Longtao Zheng , Xinrun Wang , Bo An

Artificial Intelligence agents represent the next major revolution in the continuous technological evolution of industrial automation. In this paper, we introduce a new approach for business process design and development that leverages the…

Artificial Intelligence · Computer Science 2025-07-30 Mohammad Azarijafari , Luisa Mich , Michele Missikoff

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…

Artificial Intelligence · Computer Science 2025-10-01 Ranjan Sapkota , Konstantinos I. Roumeliotis , Manoj Karkee

In the midst of the growing integration of Artificial Intelligence (AI) into various aspects of our lives, agents are experiencing a resurgence. These autonomous programs that act on behalf of humans are neither new nor exclusive to the…

Artificial Intelligence · Computer Science 2024-12-24 Chirag Shah , Ryen W. White

Agentic AI systems present both significant opportunities and novel risks due to their capacity for autonomous action, encompassing tasks such as code execution, internet interaction, and file modification. This poses considerable…

Artificial Intelligence · Computer Science 2025-12-30 Shaun Khoo , Jessica Foo , Roy Ka-Wei Lee

The recent successes of AI have captured the wildest imagination of both the scientific communities and the general public. Robotics and AI amplify human potentials, increase productivity and are moving from simple reasoning towards…

Artificial Intelligence · Computer Science 2020-08-07 Javier Andreu-Perez , Fani Deligianni , Daniele Ravi , Guang-Zhong Yang

This paper investigates the impact of the adoption of generative AI on financial stability. We conduct laboratory-style experiments using large language models to replicate classic studies on herd behavior in trading decisions. Our results…

General Finance · Quantitative Finance 2025-10-03 Anne Lundgaard Hansen , Seung Jung Lee

Artificial Intelligence (AI) is fundamentally reshaping various industries by enhancing decision-making processes, optimizing operations, and unlocking new opportunities for innovation. This paper explores the applications of AI across four…

Machine Learning · Computer Science 2024-09-23 Yijie Weng , Jianhao Wu , Tara Kelly , William Johnson

Foundation models have reshaped AI by unifying fragmented architectures into scalable backbones with multimodal reasoning and contextual adaptation. In parallel, the long-standing notion of AI agents, defined by the sensing-decision-action…

Machine Learning · Computer Science 2025-10-02 Sicong Liu , Weiye Wu , Xiangrui Xu , Teng Li , Bowen Pang , Bin Guo , Zhiwen Yu
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