Trade-R1: Bridging Verifiable Rewards to Stochastic Environments via Process-Level Reasoning Verification

By Rui Sun, Yifan Sun, Sheng Xu, Li Zhao, Jing Li, Daxin Jiang, Cheng Hua, Zuo Bai

Published 2026-01-08

Everscope rating

1437

Relevance to quantitative trading

9 / 10

Implementation complexity

8 / 10

Reproducibility

3 / 5

About this paper

Methodology: Trade-R1. Problem types: Reinforcement Learning, Portfolio Optimization, Natural Language Processing, Optimization.

arXiv:2601.03948 · Paper rankings

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