Code and reproducibility package for “What Does Deep Hedging Actually Learn? Delta Corrections, Regime Fragility, and Symbolic Distillation.”
-
Updated
May 21, 2026 - Python
Code and reproducibility package for “What Does Deep Hedging Actually Learn? Delta Corrections, Regime Fragility, and Symbolic Distillation.”
An applied reproduction project on Spread option pricing and hedging using the Carmona-Durrleman approximation based on research papers.
SAC agent that learns to hedge a short European call option under discrete rebalancing and transaction costs. Benchmarked against Black-Scholes delta over 1,000 shared-seed episodes. Full training, evaluation, HPO, and Streamlit dashboard.
PyTorch Dueling-DDPG for American put option hedging under transaction costs (0%/3%), benchmarked vs delta hedging. Project: Oct 2024–Oct 2025.
Add a description, image, and links to the option-hedging topic page so that developers can more easily learn about it.
To associate your repository with the option-hedging topic, visit your repo's landing page and select "manage topics."