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Supply Chain Agility is important for organisations to stay competitive in today's dynamic business environment. There is increasing interest in deploying Business Intelligence (BI) in the Supply Chain Management (SCM) context to improve…

Computers and Society · Computer Science 2016-06-14 Mohammad Moniruzzaman , Sherah Kurnia , Alison Parkes , Sean B. Maynard

When ML algorithms are deployed to automate human-related decisions, human agents may learn the underlying decision policies and adapt their behavior. Strategic Classification (SC) has emerged as a framework for studying this interaction…

Machine Learning · Computer Science 2025-09-29 Tian Xie , Pavan Rauch , Xueru Zhang

This article intends to systematically identify and comparatively analyze state-of-the-art supply chain (SC) forecasting strategies and technologies. A novel framework has been proposed incorporating Big Data Analytics in SC Management…

Machine Learning · Computer Science 2025-09-04 Md Abrar Jahin , Md Sakib Hossain Shovon , Jungpil Shin , Istiyaque Ahmed Ridoy , M. F. Mridha

Simulations, although powerful in accurately replicating real-world systems, often remain inaccessible to non-technical users due to their complexity. Conversely, large language models (LLMs) provide intuitive, language-based interactions…

Computation and Language · Computer Science 2025-05-22 Jacob Kleiman , Kevin Frank , Joseph Voyles , Sindy Campagna

Large Language Models (LLMs) have achieved remarkable success in general benchmarks, yet their competence in commodity supply chains (CSCs) -- a domain governed by institutional rule systems and feasibility constraints -- remains…

Computation and Language · Computer Science 2026-01-06 Yaxin Cui , Yuanqiang Zeng , Jiapeng Yan , Keling Lin , Kai Ji , Jianhui Zeng , Sheng Zhang , Xin Luo , Binzhu Su , Chaolai Shen , Jiahao Yu

Coordination between organizations on strategic, tactical and operation levels leads to more effective and efficient supply chains. Supply chain management is increasing day by day in modern enterprises. The environment is becoming…

Multiagent Systems · Computer Science 2009-11-05 Ritu Sindhu , Abdul Wahid , G. N. Purohit

Simulating consumer decision-making is vital for designing and evaluating marketing strategies before costly real-world deployment. However, post-event analyses and rule-based agent-based models (ABMs) struggle to capture the complexity of…

Artificial Intelligence · Computer Science 2025-10-22 Man-Lin Chu , Lucian Terhorst , Kadin Reed , Tom Ni , Weiwei Chen , Rongyu Lin

Recent pandemics have highlighted vulnerabilities in our global economic systems, especially supply chains. Possible future pandemic raises a dilemma for businesses owners between short-term profitability and long-term supply chain…

Multiagent Systems · Computer Science 2024-06-18 Teddy Lazebnik

The impact of globalization and worldwide competition has forced firms to modify their strategies towards a real time operation with respect to customer's requirements. This behaviour, together with the communication possibilities offered…

Multiagent Systems · Computer Science 2018-11-06 Yacine Ouzrout , Matteo Savino , Abdelaziz Bouras , Carlo Di Domenico

This paper proposes a strategic multi layers model based on multi agents approach for supply chain system. It introduces a formulation and a solution methodology for the problem of supply chain design and modeling. In this paper we describe…

Multiagent Systems · Computer Science 2018-11-01 Samia Chehbi-Gamoura , Yacine Ouzrout , Abdelaziz Bouras

Assessing scenario coverage is crucial for evaluating the robustness of autonomous agents, yet existing methods rely on expensive human annotations or computationally intensive Large Vision-Language Models (LVLMs). These approaches are…

Robotics · Computer Science 2025-10-30 Anil Yildiz , Sarah M. Thornton , Carl Hildebrandt , Sreeja Roy-Singh , Mykel J. Kochenderfer

Large Language Models (LLMs) can perform chart question-answering tasks but often generate unverified hallucinated responses. Existing answer attribution methods struggle to ground responses in source charts due to limited visual-semantic…

Computation and Language · Computer Science 2025-02-04 Kanika Goswami , Puneet Mathur , Ryan Rossi , Franck Dernoncourt

Recent advances in large language models (LLMs) have enabled agentic systems that translate natural language intent into executable scientific visualization (SciVis) tasks. Despite rapid progress, the community lacks a principled and…

Based on economic theories and integrated with machine learning technology, this study explores a collaborative Supply Chain Management and Financial Supply Chain Management (SCM - FSCM) model to solve issues like efficiency loss, financing…

Machine Learning · Computer Science 2025-09-05 Hang Wang , Huijie Tang , Ningai Leng , Zhoufan Yu

Requirements elicitation, a critical, yet time-consuming and challenging step in product development, often fails to capture the full spectrum of user needs. This may lead to products that fall short of expectations. This paper introduces a…

Human-Computer Interaction · Computer Science 2024-04-26 Mohammadmehdi Ataei , Hyunmin Cheong , Daniele Grandi , Ye Wang , Nigel Morris , Alexander Tessier

Nowadays there is a large availability of discrete event simulation software that can be easily used in different domains: from industry to supply chain, from healthcare to business management, from training to complex systems design.…

Other Computer Science · Computer Science 2010-04-20 Antonio Cimino , Francesco Longo , Giovanni Mirabelli

Modeling & Simulation (M&S) approaches such as agent-based models hold significant potential to support decision-making activities in health, with recent examples including the adoption of vaccines, and a vast literature on healthy eating…

Artificial Intelligence · Computer Science 2025-09-08 Philippe J. Giabbanelli , Ameeta Agrawal

High responsiveness and economic efficiency are critical objectives in supply chain transportation, both of which are influenced by strategic decisions on shipping mode. An integrated framework combining an efficient simulator with an…

Artificial Intelligence · Computer Science 2025-07-11 Haoyue Bai , Haoyu Wang , Nanxu Gong , Xinyuan Wang , Wangyang Ying , Haifeng Chen , Yanjie Fu

In the context of Industry 4.0, Supply Chain Management (SCM) faces challenges in adopting advanced optimization techniques due to the "black-box" nature of most AI-based solutions, which causes reluctance among company stakeholders. To…

Neural and Evolutionary Computing · Computer Science 2025-04-17 Stefano Genetti , Alberto Longobardi , Giovanni Iacca

Individual business processes have been changing since the Internet was created, and they are now oriented towards a more distributed and collaborative business model, in an e-commerce environment that adapts itself to the competitive and…

Multiagent Systems · Computer Science 2021-10-18 Carlos R. Jaimez-González , Wulfrano A. Luna-Ramírez