AI-TRADER: BENCHMARKING AUTONOMOUS AGENTS IN REAL-TIME FINANCIAL MARKETS

By Tianyu Fan, Yuhao Yang, Yangqin Jiang, Yifei Zhang, Yuxuan Chen, Chao Huang

Published 2025-12-01

Everscope rating

1355.2

Relevance to quantitative trading

9 / 10

Implementation complexity

6 / 10

Reproducibility

4 / 5

About this paper

Methodology: AI-Trader Benchmark Framework. Problem types: Portfolio Optimization, Risk Management, Algorithmic Execution, Natural Language Processing, Reinforcement Learning, Online Learning.

arXiv:2512.10971 · Code · Paper rankings

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