SSRNDerivatives & Volatility

MartingaleONet: Physics-Constrained Operator Learning for Real-Time Option Pricing and Volatility Calibration

A deep operator network maps volatility surfaces to option prices under the Heston model 15,000 times faster than finite-difference methods while reducing dynamic hedging variance by over 59% under transaction costs.