Tag: hedging

Hedging with memory: shallow and deep learning with signatures arXiv:2508.02759v1 Announce Type: new Abstract: We investigate the use of path signatures in a machine learning context for hedging exotic derivatives under non-Markovian stochastic volatility models. In a deep learning setting, we use signatures as features in feedforward neural networks and show that they outperform LSTMs…