Ryan M. Engel

Financial Tail Risk Beyond Lipschitz Continuity via Semi-Discrete Optimal Transport

Financial returns are heavy-tailed, and accurate tail risk estimation is central to portfolio risk management. Modern neural generators sample by pushing a simple base distribution through a learned map, and for training stability that map is built from Lipschitz components. This is the binding constraint: a Lipschitz...