PulseAugur
EN
LIVE 08:34:25

AI agents simulate stock trading with LLMs, avoiding test set leakage

By PulseAugur Editorial · [2 sources] ·

Researchers have developed StockAgent, a multi-agent system powered by large language models (LLMs) designed to simulate stock trading behaviors in realistic market conditions. This system aims to analyze the impact of external factors like economic changes and company fundamentals on trading activities, while also addressing the issue of test set leakage found in previous simulation systems. The framework allows for the evaluation of different LLMs and provides insights for AI-driven investment advice. AI

IMPACT This research could lead to more sophisticated AI-driven investment strategies and automated trading systems.

RANK_REASON The cluster describes a research paper detailing a new AI system for simulating stock trading.

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

AI agents simulate stock trading with LLMs, avoiding test set leakage

COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Chong Zhang, Xinyi Liu, Zhongmou Zhang, Mingyu Jin, Lingyao Li, Zhenting Wang, Wenyue Hua, Dong Shu, Suiyuan Zhu, Xiaobo Jin, Sujian Li, Mengnan Du, Yongfeng Zhang ·

    When AI Meets Finance (StockAgent): Large Language Model-based Stock Trading in Simulated Real-world Environments

    arXiv:2407.18957v5 Announce Type: replace-cross Abstract: Can AI Agents simulate real-world trading environments to investigate the impact of external factors on stock trading activities (e.g., macroeconomics, policy changes, company fundamentals, and global events)? These factor…

  2. dev.to — MCP tag TIER_1 中文(ZH) · goldbean ·

    AI Agent Automated Trading

    <h1> AI Agent 自动化交易：用 GoldBean MCP + x402 搭建零人力交易机器人 🤖💰 </h1> <h2> 痛点 </h2> <p>手动盯盘、手动下单、手动结算 — 交易员每天 80% 的时间花在重复操作上。</p> <p><strong>如果 Agent 能自动监控价格、自动搜索新闻、自动执行交易呢？</strong></p> <p>这就是 GoldBean MCP 要解决的问题。</p> <h2> 什么是 GoldBean MCP？ </h2> <p>GoldBean MCP Server 提供 10 个生产级 AI API…

RELATED ENTITIES

RELATED TOPICS