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Papers

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• A Multimodal Foundation Agent for Financial Trading (FinAgent)Paper

  Presents FinAgent, a multimodal trading agent that processes numerical, textual, and visual market data with dual-level reflection and diversified memory retrieval.

  2024arXiv preprintarXiv:2402.18485ai: advanced
  added 2026-08-15 · external
• FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and Character DesignPaper

  Proposes an LLM trading agent whose layered memory and configurable character profile let it adapt to new market information over multiple time horizons.

  2023ICLR 2024 Workshop on LLM AgentsarXiv:2311.13743
  added 2026-08-15 · external
• Large Language Model Agent in Financial Trading: A SurveyPaperbeginner-friendly

  Surveys the research landscape of LLM-based agents applied to financial trading, covering architectures, data inputs, backtesting results, and open challenges.

  2024arXivarXiv:2408.06361
  added 2026-08-15 · external
• TradingAgents: Multi-Agents LLM Financial Trading FrameworkPaper

  Introduces a multi-agent LLM trading framework whose specialized roles mirror the structure of a professional trading firm.

  2024arXiv (oral, Multi-Agent AI in the Real World workshop)arXiv:2412.20138
  added 2026-08-15 · external

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