Add dataset card and link to paper

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by nielsr HF Staff - opened
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  1. README.md +35 -0
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+ ---
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+ task_categories:
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+ - reinforcement-learning
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+ tags:
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+ - finance
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+ - quantitative-trading
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+ ---
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+
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+ # Data4Fin
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+
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+ This repository contains the multi-indicator dataset presented in the paper [QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning](https://huggingface.co/papers/2508.20467).
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+
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+ The dataset consists of 23 years of S&P 500 daily OHLCV data (2000-2022) for 16 representative stocks across 5 sectors. The raw data is enriched with trend, volatility, and momentum indicators to capture market dynamics for reinforcement learning-based trading agents.
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+
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+ - **Paper:** [QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning](https://huggingface.co/papers/2508.20467)
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+ - **Code:** [GitHub - QTMRL](https://github.com/ChenJiahaoJNU/QTMRL)
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+
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+ ## Sample Usage
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+
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+ You can download the dataset using the Hugging Face CLI:
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+
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+ ```bash
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+ huggingface-cli download --repo-type dataset Changahou/Data4Fin Data4Fin.csv --local-dir ./
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+ ```
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @article{Chenjh2025QTMRL,
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+ title={QTMRL: An Agent for Quantitative Trading Decision-Making Based on Multi-Indicator Guided Reinforcement Learning},
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+ author={Xiangdong Liu, Jiahao Chen},
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+ journal={arXiv preprint arXiv:2508.20467},
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+ year={2025}
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+ }
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+ ```