Research
Papers and releases
Papers, models, and technical reports on multi-agent systems, reasoning, and reinforcement learning for financial markets.
Sep 16, 2025Reinforcement Learning
Trading-R1: Financial Trading with LLM Reasoning via Reinforcement Learning
Financially-aware reasoning model that learns structured, evidence-grounded investment theses and volatility-adjusted decisions through supervised fine-tuning and a three-stage reinforcement-learning curriculum.
ReadMar 25, 2025Multi-Agent
TradingAgents: Multi-Agents LLM Financial Trading Framework
Multi-agent LLM framework that simulates a professional trading firm: analysts, researchers, traders, and risk managers collaborate through structured debate to reach up to 30.5% annualized returns with robust risk management.
Read