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Strict privacy regulations limit access to real transaction data, slowing open research in financial AI. Synthetic data can bridge this gap, but existing generators do not jointly achieve behavioral diversity and logical groundedness.…

Enterprise Resource Planning (ERP) systems serve as the digital backbone of modern financial institutions, yet they continue to rely on static, rule-based workflows that limit adaptability, scalability, and intelligence. As business…

人工智能 · 计算机科学 2025-06-03 Hongyang Yang , Likun Lin , Yang She , Xinyu Liao , Jiaoyang Wang , Runjia Zhang , Yuquan Mo , Christina Dan Wang

We present \textbf{DeepInflation}, an AI agent designed for research and model discovery in inflationary cosmology. Built upon a multi-agent architecture, \textbf{DeepInflation} integrates Large Language Models (LLMs) with a symbolic…

宇宙学与河外天体物理 · 物理学 2026-01-22 Ze-Yu Peng , Hao-Shi Yuan , Qi Lai , Jun-Qian Jiang , Gen Ye , Jun Zhang , Yun-Song Piao

This paper develops an autonomous framework for systematic factor investing via agentic AI. Rather than relying on sequential manual prompts, our approach operationalizes the model as a self-directed engine that endogenously formulates…

投资组合管理 · 定量金融 2026-04-07 Allen Yikuan Huang , Zheqi Fan

This report outlines a transformative initiative in the financial investment industry, where the conventional decision-making process, laden with labor-intensive tasks such as sifting through voluminous documents, is being reimagined.…

综合金融 · 定量金融 2024-01-15 Lezhi Li , Ting-Yu Chang , Hai Wang

Generative and agentic artificial intelligence is entering financial markets faster than existing governance can adapt. Current model-risk frameworks assume static, well-specified algorithms and one-time validations; large language models…

计算机与社会 · 计算机科学 2025-12-16 Eren Kurshan , Tucker Balch , David Byrd

Embodied systems, where generative autonomous agents engage with the physical world through integrated perception, cognition, action, and advanced reasoning powered by large language models (LLMs), hold immense potential for addressing…

We explore the value of generative AI tools, such as ChatGPT, in helping investors uncover dimensions of corporate risk. We develop and validate firm-level measures of risk exposure to political, climate, and AI-related risks. Using the GPT…

综合经济学 · 经济学 2025-03-20 Alex Kim , Maximilian Muhn , Valeri Nikolaev

The banking sector faces challenges in using deep learning due to data sensitivity and regulatory constraints, but generative AI may offer a solution. Thus, this study identifies effective algorithms for generating synthetic financial…

In high-stakes domains like legal question-answering, the accuracy and trustworthiness of generative AI systems are of paramount importance. This work presents a comprehensive benchmark of various methods to assess the groundedness of…

Generative Artificial Intelligence (GenAI) is rapidly reshaping the global financial landscape, offering unprecedented opportunities to enhance customer engagement, automate complex workflows, and extract actionable insights from vast…

密码学与安全 · 计算机科学 2025-05-01 Bikash Saha , Nanda Rani , Sandeep Kumar Shukla

Generative artificial intelligence (GAI) has emerged as a pivotal technology for content generation, reasoning, and decision-making, making it a promising solution on the 6G stage characterized by openness, connected intelligence, and…

网络与互联网体系结构 · 计算机科学 2025-02-19 Peizheng Li , Adrián Sánchez-Mompó , Tim Farnham , Aftab Khan , Adnan Aijaz

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,…

人工智能 · 计算机科学 2025-10-28 Agostino Capponi , Alfio Gliozzo , Chunghyun Han , Junkyu Lee

We study whether generative AI can automate feature discovery in U.S. equities. Using large language models with retrieval-augmented generation and structured/programmatic prompting, we synthesize economically motivated features from…

统计金融 · 定量金融 2026-02-03 Keywan Christian Rasekhschaffe

Accurate evaluation of user satisfaction is critical for iterative development of conversational AI. However, for open-ended assistants, traditional A/B testing lacks reliable metrics: explicit feedback is sparse, while implicit metrics are…

计算与语言 · 计算机科学 2026-01-27 Peng Sun , Xiangyu Zhang , Duan Wu

Recent advances in large language models (LLMs) have enabled multi-agent reasoning systems capable of collaborative decision-making. However, in financial analysis, most frameworks remain narrowly focused on either isolated single-agent…

计算工程、金融与科学 · 计算机科学 2025-10-28 Chen-Che Lu , Yun-Cheng Chou , Teng-Ruei Chen

Data-driven operations management often relies on parameters estimated from costly human-generated labels. Recent advances in large language models (LLMs) and other AI systems offer inexpensive auxiliary data, but introduce a new challenge:…

机器学习 · 计算机科学 2026-04-17 Cheng Lu , Mengxin Wang , Dennis J. Zhang , Heng Zhang

This study provides an in-depth analysis of the model architecture and key technologies of generative artificial intelligence, combined with specific application cases, and uses conditional generative adversarial networks ( cGAN ) and time…

计算工程、金融与科学 · 计算机科学 2024-04-05 Chang Che , Zengyi Huang , Chen Li , Haotian Zheng , Xinyu Tian

This paper develops an agentic framework that employs large language models (LLMs) for grounded persuasive language generation in automated copywriting, with real estate marketing as a focal application. Our method is designed to align the…

人工智能 · 计算机科学 2026-05-05 Jibang Wu , Chenghao Yang , Yi Wu , Simon Mahns , Chaoqi Wang , Hao Zhu , Fei Fang , Haifeng Xu

We study how generative artificial intelligence (AI) transforms the work of financial analysts. Using the 2023 launch of FactSet's AI platform as a natural experiment, we find that adoption produces markedly richer and more comprehensive…

统计金融 · 定量金融 2025-12-24 Jian Xue , Qian Zhang , Wu Zhu
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