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Recent advancements in artificial intelligence have sparked interest in industrial agents capable of supporting analysts in regulated sectors, such as finance and healthcare, within tabular data workflows. A key capability for such systems…

Artificial Intelligence · Computer Science 2026-05-26 Árpád Pándy , Róbert Lakatos , András Hajdu

Risk assessments for a pediatric population are often conducted across multiple stages. For example, clinicians may evaluate risks prenatally, at birth, and during Well-Child visits. Although predictions made at later stages typically…

Machine Learning · Computer Science 2025-08-18 Minghui Sun , Matthew M. Engelhard , Benjamin A. Goldstein

Multi-agent systems based on large language models (LLMs) for financial trading have grown rapidly since 2023, yet the field lacks a shared framework for understanding what drives performance or for evaluating claims credibly. This survey…

Multiagent Systems · Computer Science 2026-03-31 Phat Nguyen , Thang Pham

The increasing reliance on human preference feedback to judge AI-generated pseudo labels has created a pressing need for principled, budget-conscious data acquisition strategies. We address the crucial question of how to optimally allocate…

Machine Learning · Statistics 2026-02-13 Zihan Dong , Xiaotian Hou , Ruijia Wu , Linjun Zhang

AI research agents accelerate ML research by automating hypothesis generation, experimentation, and empirical refinement. Existing agent strategies range from greedy hill-climbing to tree search and evolutionary optimization, yet which…

Decision-making is a fundamental capability in everyday life. Large Language Models (LLMs) provide multifaceted support in enhancing human decision-making processes. However, understanding the influencing factors of LLM-assisted…

Artificial Intelligence · Computer Science 2024-02-28 Eva Eigner , Thorsten Händler

How can we design AI tools that effectively support human decision-making by complementing and enhancing users' reasoning processes? Common recommendation-centric approaches face challenges such as inappropriate reliance or a lack of…

Human-Computer Interaction · Computer Science 2025-04-10 Leon Reicherts , Zelun Tony Zhang , Elisabeth von Oswald , Yuanting Liu , Yvonne Rogers , Mariam Hassib

Recent AI code assistants have significantly improved their ability to process more complex contexts and generate entire codebases based on a textual description, compared to the popular snippet-level generation. These codebase AI…

Software Engineering · Computer Science 2025-08-12 Philipp Eibl , Sadra Sabouri , Souti Chattopadhyay

We address the issue of the factors driving startup success in raising funds. Using the popular and public startup database Crunchbase, we explicitly take into account two extrinsic characteristics of startups: the competition that the…

General Finance · Quantitative Finance 2019-06-10 Clement Gastaud , Theophile Carniel , Jean-Michel Dalle

Large language models (LLMs) can already identify patterns and reason effectively, yet their variable accuracy hampers adoption in high-stakes decision-making applications. In this paper, we study this issue from a venture capital…

Artificial Intelligence · Computer Science 2025-10-28 Rick Chen , Joseph Ternasky , Aaron Ontoyin Yin , Xianling Mu , Fuat Alican , Yigit Ihlamur

Across a growing number of fields, human decision making is supported by predictions from AI models. However, we still lack a deep understanding of the effects of adoption of these technologies. In this paper, we introduce a general…

Artificial Intelligence · Computer Science 2026-02-26 Otto Nyberg , Fausto Carcassi , Giovanni Cinà

Fraud is a prevalent offence that extends beyond financial loss, causing psychological and physical harm to victims. The advancements in online communication technologies alowed for online fraud to thrive in this vast network, with…

Computation and Language · Computer Science 2025-04-17 Antonis Papasavva , Shane Johnson , Ed Lowther , Samantha Lundrigan , Enrico Mariconti , Anna Markovska , Nilufer Tuptuk

Most business decisions are made with analysis, but some are judgment calls not susceptible to analysis due to time or information constraints. In this article, we present a real-life case study of critical business decision making of…

Computers and Society · Computer Science 2020-09-08 Shaoshan Liu

Personalized alignment is crucial for enabling Large Language Models (LLMs) to engage effectively in user-centric interactions. However, current methods face a dual challenge: they fail to infer users' deep implicit preferences (including…

Artificial Intelligence · Computer Science 2026-04-29 Peiming Li , Zhiyuan Hu , Yang Tang , Shiyu Li , Xi Chen

Artificial intelligence systems are increasingly deployed in biomedical research. However, current evaluation frameworks may inadequately assess their effectiveness as research collaborators. This rapid review examines benchmarking…

In the face of global economic uncertainty, financial auditing has become essential for regulatory compliance and risk mitigation. Traditional manual auditing methods are increasingly limited by large data volumes, complex business…

Risk Management · Quantitative Finance 2026-01-09 Tingyu Yuan , Xi Zhang , Xuanjing Chen

This paper explores how artificial intelligence (AI) may impact the strategic decision-making (SDM) process in firms. We illustrate how AI could augment existing SDM tools and provide empirical evidence from a leading accelerator program…

General Economics · Economics 2024-08-19 Felipe A. Csaszar , Harsh Ketkar , Hyunjin Kim

Agentic AI systems are entering software engineering workflows, yet empirical evidence on how industrial organizations actually adopt them remains sparse. We present a qualitative interview study with sixteen practitioners across twelve…

Software Engineering · Computer Science 2026-05-15 Spyridon Alvanakis Apostolou , Jan Bosch , Helena Holmström Olsson

Reducing the number of failures in a production system is one of the most challenging problems in technology driven industries, such as, the online retail industry. To address this challenge, change management has emerged as a promising…

Machine Learning · Computer Science 2021-08-19 Binay Gupta , Anirban Chatterjee , Harika Matha , Kunal Banerjee , Lalitdutt Parsai , Vijay Agneeswaran

This study presents a comprehensive bibliometric analysis of the emerging intersection between artificial intelligence (AI) and lean startup methodology. Using the PRISMA 2020 framework, we systematically analyzed 12 peer-reviewed articles…

Digital Libraries · Computer Science 2025-12-30 Parisa Omidmand , Rasam Dorri , Alireza Mozaffari , Saeid Ataei