Recently, we introduced a new paradigm for alpha mining in the realm of quantitative investment, developing a new interactive alpha mining system framework, Alpha-GPT. This system is centered on iterative Human-AI interaction based on large language models, introducing a Human-in-the-Loop approach to alpha discovery. In this paper, we present the next-generation Alpha-GPT 2.0 \footnote{Draft. Work in progress}, a quantitative investment framework that further encompasses crucial modeling and analysis phases in quantitative investment. This framework emphasizes the iterative, interactive research between humans and AI, embodying a Human-in-the-Loop strategy throughout the entire quantitative investment pipeline. By assimilating the insights of human researchers into the systematic alpha research process, we effectively leverage the Human-in-the-Loop approach, enhancing the efficiency and precision of quantitative investment research.
From Deep Learning to LLMs: A survey of AI in Quantitative Investment
The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））；IDEA Research, International Digital Economy Academy（国际数字经济学院IDEA研究院）；The Hong Kong University of Science and Technology（香港科技大学）
Independent Mobility GPT (IDM-GPT): A Self-Supervised Multi-Agent Large Language Model Framework for Customized Traffic Mobility Analysis Using Machine Learning Models
University of Utah（犹他大学）；University of Washington（华盛顿大学）
针对交通大数据分析成本高及隐私问题，研究提出基于大语言模型的多智能体框架 IDM-GPT，通过连接用户、数据库与 ML 模型实现定制化交通分析与管理建议，使非专业用户能近实时获取分析结果，在多项交通任务中表现优异。
AlphaForge: A Framework to Mine and Dynamically Combine Formulaic Alpha Factors
University of the Chinese Academy of Sciences（中国科学院大学）；Renaissance Era Investment Management Co., Ltd（文艺复兴时代投资管理有限公司）；Shangqiu Normal University（商丘师范学院）；Institute of Computing Technology, University of Chinese Academy of Sciences（中国科学院大学计算技术研究所）；York University（约克大学）；University of Toronto（多伦多大学）
Illinois Tech - Chicago Kent College of Law（伊利诺伊理工大学芝加哥肯特法学院）；Bucerius Law School（布塞留斯法学院）；CodeX - The Stanford Center for Legal Informatics（CodeX——斯坦福法律信息学中心）
AlphaAgent: LLM-Driven Alpha Mining with Regularized Exploration to Counteract Alpha Decay
Sun Yat-sen University（中山大学）；University of New South Wales（新南威尔士大学）；Nanyang Technological University（南洋理工大学）；The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））
Beyond Classification: Financial Reasoning in State-of-the-Art Language Models
Seoul National University of Science and Technology（首尔国立科技大学）；Seoul National University（首尔国立大学）；MODULABS；Yonsei University（延世大学）；OneLineAI；Chung-Ang University（中央大学）
Evaluation of ChatGPT Family of Models for Biomedical Reasoning and Classification
Mass General Brigham, Harvard Medical School（麻省总医院布莱根，哈佛医学院）；Brigham and Women’s Hospital/Dana-Farber Cancer Institute（布莱根妇女医院/丹娜-法伯癌症研究所）；Technische Universität Darmstadt（达姆施塔特工业大学）；Maastricht University（马斯特里赫特大学）
Research Entity Extraction and Topic Detection from UKRI Grant Proposals
EPCC, University of Edinburgh, UK（埃克塞特大学埃平中心，英国）；Knowledge Media Institute, The Open University, UK（开放大学知识媒体研究所，英国）；Institute for Technology and Humanity, University of Cambridge, UK（剑桥大学技术与人类研究所，英国）；Centre for Higher Education Transformations, School of Education, University of Bristol, UK（布里斯托大学教育学院高等教育转型中心，英国）；University of Oxford, UK（牛津大学，英国）
Quant 4.0: Engineering Quantitative Investment with Automated, Explainable and Knowledge-driven Artificial Intelligence
IDEA Research, International Digital Economy Academy（国际数字经济研究院（IDEA研究院））；The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））；The Hong Kong University of Science and Technology（香港科技大学）
Pron vs Prompt: Can Large Language Models already Challenge a World-Class Fiction Author at Creative Text Writing?
School of Computer Science, UNED, Madrid, Spain（计算机科学学院，UNED，马德里，西班牙）；Faculty of Education, UCM, Madrid, Spain（教育学院，UCM，马德里，西班牙）；Faculty of Philosophy, UNED, Madrid, Spain（哲学学院，UNED，马德里，西班牙）
QuantFactor REINFORCE: Mining Steady Formulaic Alpha Factors with Variance-bounded REINFORCE
Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Department of Computer Science and Engineering, Department of Statistics and Data Science, Southern University of Science and Technology（广东脑启发智能计算重点实验室，计算机科学与工程系，统计与数据科学系，南方科技大学）；Shenzhen Yujin Hedge Fund Company Limited（深圳尤金对冲基金有限公司）；Department of Modern Physics, University of Science and Technology of China（现代物理系，中国科学技术大学）
