Beyond Visual Realism: Toward Reliable Financial Time Series Generation

By Fan Zhang, Jiabin Luo, Zheng Zhang, Shuanghong Huang, Zhipeng Liu, Yu Chen

Published 2026-01-19

Everscope rating

1803.7

Relevance to quantitative trading

9 / 10

Implementation complexity

5 / 10

Reproducibility

3 / 5

About this paper

Methodology: Stylized Facts Alignment GAN (SFAG). Problem types: Generative Modeling, Risk Management, Time Series Forecasting, Portfolio Optimization.

arXiv:2601.12990 · Paper rankings

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