What Does Deep Hedging Actually Learn? Delta Corrections, Regime Fragility, and Symbolic Distillation

Kirill Zernikov

This paper studies empirical deep hedging for S&P 500 index options under a local downside-shortfall reward. It moves beyond performance comparison by asking what the learned hedge…