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Asset allocation is an investment strategy that aims to balance risk and reward by constantly redistributing the portfolio's assets according to certain goals, risk tolerance, and investment horizon. Unfortunately, there is no simple…

投资组合管理 · 定量金融 2022-08-16 Ricard Durall

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…

交易与市场微观结构 · 定量金融 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

Auditing of AI systems is a promising way to understand and manage ethical problems and societal risks associated with contemporary AI systems, as well as some anticipated future risks. Efforts to develop standards for auditing Artificial…

计算机与社会 · 计算机科学 2024-04-23 David Manheim , Sammy Martin , Mark Bailey , Mikhail Samin , Ross Greutzmacher

As artificial intelligence (AI) systems become increasingly integral to critical infrastructure and global operations, the need for a unified, trustworthy governance framework is more urgent that ever. This paper proposes a novel approach…

人工智能 · 计算机科学 2025-01-17 Vikram Kulothungan

With the rapid adoption of Internet technologies, digital footprints have become ubiquitous and versatile to revolutionise the financial industry in digital transformation. This paper takes initiatives to investigate a new paradigm of the…

人工智能 · 计算机科学 2021-05-21 Minh-Duc Hoang , Linh Le , Anh-Tuan Nguyen , Trang Le , Hoang D. Nguyen

In the big data era, deep learning and intelligent data mining technique solutions have been applied by researchers in various areas. Forecast and analysis of stock market data have represented an essential role in today's economy, and a…

信号处理 · 电气工程与系统科学 2020-08-26 Wilfredo Tovar

One of today's most significant societal challenges is building AI systems whose behaviour, or the behaviour it enables within communities of interacting agents (human and artificial), aligns with human values. To address this challenge, we…

人工智能 · 计算机科学 2026-02-09 Nardine Osman , Mark d'Inverno

We present a multi-agent, AI-driven framework for fundamental investing that integrates macro indicators, industry-level and firm-specific information to construct optimized equity portfolios. The architecture comprises: (i) a Macro agent…

投资组合管理 · 定量金融 2025-10-27 Chujun He , Zhonghao Huang , Xiangguo Li , Ye Luo , Kewei Ma , Yuxuan Xiong , Xiaowei Zhang , Mingyang Zhao

The discussion about the disruptive possibilities of a technology called artificial intelligence (AI) is on everyone's lips. Companies and countries alike are running multi-billion-dollar research programmes to ensure they do not miss out…

计算机与社会 · 计算机科学 2023-07-19 Rainer Rehak

The development and regulation of multi-purpose, large "foundation models" of AI seems to have reached a critical stage, with major investments and new applications announced every other day. Some experts are calling for a moratorium on the…

计算机与社会 · 计算机科学 2023-11-28 Martin Kretschmer , Tobias Kretschmer , Alexander Peukert , Christian Peukert

Since the public release of ChatGPT in November 2022, the AI landscape is undergoing a rapid transformation. Currently, the use of AI chatbots by consumers has largely been limited to image generation or question-answering language models.…

计算机与社会 · 计算机科学 2026-04-29 Christoph Busch

As automated trading gains traction in the financial market, algorithmic investment strategies are increasingly prominent. While Large Language Models (LLMs) and Agent-based models exhibit promising potential in real-time market analysis…

多智能体系统 · 计算机科学 2025-02-20 Xiangyu Li , Yawen Zeng , Xiaofen Xing , Jin Xu , Xiangmin Xu

Conversational AI chatbots are transforming industries by streamlining customer service, automating transactions, and enhancing user engagement. However, evaluating these systems remains a challenge, particularly in financial services,…

计算机与社会 · 计算机科学 2025-02-11 Shailja Gupta , Rajesh Ranjan , Surya Narayan Singh

From school admissions to hiring and investment decisions, the first step behind many high-stakes decision-making processes is "deciding how to decide." Formulating effective criteria to guide decision-making requires an iterative process…

人机交互 · 计算机科学 2025-04-18 Chance Castañeda , Jessica Mindel , Will Page , Hayden Stec , Manqing Yu , Kenneth Holstein

Producing an artificial general intelligence (AGI) has been an elusive goal in artificial intelligence (AI) research for some time. An AGI would have the capability, like a human, to be exposed to a new problem domain, learn about it and…

人工智能 · 计算机科学 2024-06-18 Jeremy Straub

With rapid transformation of technologies, the fusion of Artificial Intelligence (AI) and Machine Learning (ML) in finance is disrupting the entire ecosystem and operations which were followed for decades. The current landscape is where…

人工智能 · 计算机科学 2024-10-22 Animesh Kumar

The Uniform Appraisal Dataset (UAD) 3.6's mandatory 2026 implementation transforms residential property valuation from narrative reporting to structured, machine-readable formats. This paper provides the first comprehensive analysis of this…

计算机与社会 · 计算机科学 2025-08-06 Petteri Teikari , Mike Jarrell , Maryam Azh , Harri Pesola

Time-continuous emotion prediction has become an increasingly compelling task in machine learning. Considerable efforts have been made to advance the performance of these systems. Nonetheless, the main focus has been the development of more…

机器学习 · 计算机科学 2018-10-15 Zixing Zhang , Jing Han , Eduardo Coutinho , Björn Schuller

Providing the best customer experience is one of the primary concerns for the firms that are based online. The advancement of machine learning is revolutionising the company's attitude towards the client through improving the service…

计算与语言 · 计算机科学 2022-07-22 Rejwan Bin Sulaiman

The debate over whether "thinking machines" could replace human intellectual labor has existed in both public and expert discussions since the mid-twentieth century, when the concept and terminology of Artificial Intelligence (AI) first…

计算机与社会 · 计算机科学 2025-11-05 Marcos Florencio , Francielle Prieto