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Researchers are investing substantial effort in developing powerful general-purpose agents, wherein Foundation Models are used as modules within agentic systems (e.g. Chain-of-Thought, Self-Reflection, Toolformer). However, the history of…

Artificial Intelligence · Computer Science 2025-03-04 Shengran Hu , Cong Lu , Jeff Clune

Twenty-five years ago, the specification of the Intelligent Product was established, envisaging real-time connectivity that not only enables products to gather accurate data about themselves but also allows them to assess and influence…

Networking and Internet Architecture · Computer Science 2025-05-15 Alex C. Y. Wong , Duncan McFarlane , C. Ellarby , M. Lee , M. Kuok

Over the past decades, cognitive neuroscientists and behavioral economists have recognized the value of describing the process of decision making in detail and modeling the emergence of decisions over time. For example, the time it takes to…

Neurons and Cognition · Quantitative Biology 2025-07-24 Mrugsen Nagsen Gopnarayan , Jaan Aru , Sebastian Gluth

We consider multi-agent systems with heterogeneous, nonlinear agents subject to individual constraints that want to achieve a periodic, dynamic cooperative control goal which can be characterised by a set and a suitable cost. We propose a…

Systems and Control · Electrical Eng. & Systems 2023-04-07 Matthias Köhler , Matthias A. Müller , Frank Allgöwer

Create an idea, prototype it, evaluate if users like it, then learn. It is the circle of business. If AI can operate in all parts of the circle, it will enable rapid iteration and learning speeds for businesses. Experiment platforms that…

Software Engineering · Computer Science 2026-04-28 Jeffrey Wong , Antoine Creux

Enterprise analytics aims to make organizational data accessible for decision-making, yet non-technical users still face barriers when using traditional business intelligence tools or Text-to-SQL systems. While recent Text-to-SQL approaches…

Improving the overall equipment effectiveness (OEE) of machines on the shop floor is crucial to ensure the productivity and efficiency of manufacturing systems. To achieve the goal of increased OEE, there is a need to develop flexible…

Multiagent Systems · Computer Science 2023-09-20 Jonghan Lim , Leander Pfeiffer , Felix Ocker , Birgit Vogel-Heuser , Ilya Kovalenko

AI agents capable of controlling user interfaces have the potential to transform human interaction with digital devices. To accelerate this transformation, two fundamental building blocks are essential: high-quality datasets that enable…

This paper introduces the task of product demand clarification within an e-commercial scenario, where the user commences the conversation with ambiguous queries and the task-oriented agent is designed to achieve more accurate and tailored…

Information Retrieval · Computer Science 2024-07-02 Jingheng Ye , Yong Jiang , Xiaobin Wang , Yinghui Li , Yangning Li , Hai-Tao Zheng , Pengjun Xie , Fei Huang

Personalized AI agents are becoming central to modern information retrieval, yet most evaluation methodologies remain static, relying on fixed benchmarks and one-off metrics that fail to reflect how users' needs evolve over time. These…

Information Retrieval · Computer Science 2025-10-07 Kirandeep Kaur , Preetam Prabhu Srikar Dammu , Hideo Joho , Chirag Shah

We propose a reinforcement learning-based approach to optimize conversational strategies for product recommendation across diverse industries. As organizations increasingly adopt intelligent agents to support sales and service operations,…

Information Retrieval · Computer Science 2025-07-03 Kang Liu

Context and motivation. Requirements Engineering (RE) quality still lacks empirical evidence on how specific requirement defects affect downstream activities. Problem: However, empirical data on the detailed effects of requirements quality…

Software Engineering · Computer Science 2026-03-19 Henning Femmer , Ivan Esau

Automated, data-driven quality management systems, which facilitate the transformation of data into useable information, are desired to enhance decision-making processes. Integration of accurate, reliable, and straightforward approaches…

Other Computer Science · Computer Science 2019-03-27 Wenying Ji

This paper presents a comprehensive sustainability assessment framework for document intelligence within supply chain operations, centered on agentic artificial intelligence (AI). We address the dual objective of improving automation…

Artificial Intelligence · Computer Science 2025-11-11 Diego Gosmar , Anna Chiara Pallotta , Giovanni Zenezini

An analytic process is iterative between two agents, an analyst and an analytic toolbox. Each iteration comprises three main steps: preparing a dataset, running an analytic tool, and evaluating the result, where dataset preparation and…

Machine Learning · Computer Science 2018-07-12 Matthew Nero , Chuanhe Shan , Li-C. Wang , Nik Sumikawa

Strategic planning in a corporate environment is often based on experience and intuition, although internal data is usually available and can be a valuable source of information. Predicting merger & acquisition (M&A) events is at the heart…

Applications · Statistics 2022-04-26 Kainat Khowaja , Danial Saef , Sergej Sizov , Wolfgang Karl Härdle

With automated systems increasingly issuing search queries alongside humans, Information Retrieval (IR) faces a major shift. Yet IR remains human-centred, with systems, evaluation metrics, user models, and datasets designed around human…

Information Retrieval · Computer Science 2026-02-20 Francesca Pezzuti , Ophir Frieder , Fabrizio Silvestri , Sean MacAvaney , Nicola Tonellotto

This work studies the applicability of automatic AI agent optimization methods to real-world agents in formal verification settings, focusing on automated theorem proving in Rocq as a representative and challenging domain. We evaluate how…

Artificial Intelligence · Computer Science 2026-02-06 Andrei Kozyrev , Nikita Khramov , Denis Lochmelis , Valerio Morelli , Gleb Solovev , Anton Podkopaev

This paper presents a first empirical study of agentic AI as autonomous decision-makers in decentralized governance. Using more than 3K proposals from major protocols, we build an agentic AI voter that interprets proposal contexts,…

Artificial Intelligence · Computer Science 2025-10-28 Agostino Capponi , Alfio Gliozzo , Chunghyun Han , Junkyu Lee

This article develops the concept of the agentic economy and diagnoses its measurable preconditions: a transition in which economic action is increasingly distributed among humans, AI agents, industrial robots, executable protocols, compute…

Econometrics · Economics 2026-05-20 Davit Gondauri , Mikheil Batiashvili