Deep Hedging with Non-Parametric Volatility Surfaces and Explicit Forecasting
A three-stage deep hedging architecture combining autoencoder compression, LSTM forecasting, and reinforcement learning achieves up to 46% improvement over Black-Scholes delta hedging for put options using real market data from 2011-2023.