(Deep) Learning to Trade II - Deep Hedging, Model Uncertainty, Deep Bellman Hedging

72 Pages Posted: Last revised: 9 Jul 2026

See all articles by Hans Buehler

Hans Buehler

University of Oxford - Mathematical Institute

Date Written: March 18, 2026

Abstract

We build upon the first part of the lecture https://papers.ssrn.com/abstract=7086398 and move from daily hedging into learning full hedging strategies for portfolios of derivatives, with derivatives. We present Deep Hedging, handling of model uncertainty including change to a risk-neutral measure, and ultimately Deep Bellman Hedging which is the actor-critic version of Deep Hedging.

Suggested Citation

Buehler, Hans, (Deep) Learning to Trade II - Deep Hedging, Model Uncertainty, Deep Bellman Hedging (March 18, 2026). Available at SSRN: https://ssrn.com/abstract=

Hans Buehler (Contact Author)

University of Oxford - Mathematical Institute ( email )

Radcliffe Observatory, Andrew Wiles Building
Woodstock Rd
Oxford, Oxfordshire OX2 6GG
United Kingdom

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