Beyond the Hype: Deep Learning’s Edge in Financial Forecasting
![Performance comparisons reveal that across models, a 10% volatility rescaling of gross profit and loss ([latex] PnL [/latex]) consistently demonstrates discernible differences in performance metrics.](https://arxiv.org/html/2603.01820v1/2603.01820v1/Images/Gross_PnL.png)
A rigorous new benchmark reveals which deep learning architectures consistently deliver superior risk-adjusted returns in financial time series prediction.
![Performance comparisons reveal that across models, a 10% volatility rescaling of gross profit and loss ([latex] PnL [/latex]) consistently demonstrates discernible differences in performance metrics.](https://arxiv.org/html/2603.01820v1/2603.01820v1/Images/Gross_PnL.png)
A rigorous new benchmark reveals which deep learning architectures consistently deliver superior risk-adjusted returns in financial time series prediction.

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