TradingAgents: Multi-Agents LLM Financial Trading Framework
Paper
• 2412.20138 • Published
• 19
Trading Papers
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Kronos: A Foundation Model for the Language of Financial Markets
Paper • 2508.02739 • Published • 5 -
Trading-R1: Financial Trading with LLM Reasoning via Reinforcement Learning
Paper • 2509.11420 • Published • 3 -
TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis
Paper • 2508.17565 • Published • 1 -
TradingGPT: Multi-Agent System with Layered Memory and Distinct Characters for Enhanced Financial Trading Performance
Paper • 2309.03736 • Published -
A Multimodal Foundation Agent for Financial Trading: Tool-Augmented, Diversified, and Generalist
Paper • 2402.18485 • Published • 1 -
Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning Approach
Paper • 2112.02095 • Published • 1 -
QuantAgent: Price-Driven Multi-Agent LLMs for High-Frequency Trading
Paper • 2509.09995 • Published • 16 -
TradExpert: Revolutionizing Trading with Mixture of Expert LLMs
Paper • 2411.00782 • Published • 2 -
Neural Network-Based Algorithmic Trading Systems: Multi-Timeframe Analysis and High-Frequency Execution in Cryptocurrency Markets
Paper • 2508.02356 • Published • 1 -
Revisiting Ensemble Methods for Stock Trading and Crypto Trading Tasks at ACM ICAIF FinRL Contest 2023-2024
Paper • 2501.10709 • Published • 2 -
ContestTrade: A Multi-Agent Trading System Based on Internal Contest Mechanism
Paper • 2508.00554 • Published -
AI-Powered Energy Algorithmic Trading: Integrating Hidden Markov Models with Neural Networks
Paper • 2407.19858 • Published -
MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading
Paper • 2406.14537 • Published -
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading
Paper • 2502.11433 • Published • 36 -
TheFinAI/FinSeer
Image-Text-to-Text • 0.1B • Updated • 39 • 2 -
TheFinAI/Fin-o1-8B
Text Generation • 8B • Updated • 247 • 11 -
Retrieval-augmented Large Language Models for Financial Time Series Forecasting
Paper • 2502.05878 • Published • 40 -
TheFinAI/StockLLM
Image-Text-to-Text • 1B • Updated • 49 • • 3 -
When AI Meets Finance (StockAgent): Large Language Model-based Stock Trading in Simulated Real-world Environments
Paper • 2407.18957 • Published • 3 -
QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning
Paper • 2508.20467 • Published -
LLM-Based Routing in Mixture of Experts: A Novel Framework for Trading
Paper • 2501.09636 • Published -
VeritasFi: An Adaptable, Multi-tiered RAG Framework for Multi-modal Financial Question Answering
Paper • 2510.10828 • Published • 1 -
From Tables to Time: How TabPFN-v2 Outperforms Specialized Time Series Forecasting Models
Paper • 2501.02945 • Published • 3