News-Aware Direct Reinforcement Trading for Financial Markets

By Qing-Yu Lan, Zhan-He Wang, Jun-Qian Jiang, Yu-Tong Wang, Yun-Song Piao

Published 2025-10-22

Everscope rating

1279.9

Relevance to quantitative trading

8 / 10

Implementation complexity

6 / 10

Reproducibility

3 / 5

About this paper

Methodology: News-Aware Direct Reinforcement Learning Trading Framework. Problem types: Reinforcement Learning, Algorithmic Execution, Portfolio Optimization, Natural Language Processing, Time Series Forecasting.

arXiv:2510.19173 · Paper rankings

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