Enhancing Privacy and Profitability in Equity Financing: Differentially Private Obfuscation of Axe Inventory Data

A differentially private continual aggregator mechanism is proposed to obfuscate a bank's axe inventory data while maintaining acceptable profit and loss (P&L) costs and reducing client trading activity leakage.