#CVaR

The Risk of Data-Driven Policies: Sample Risk Premium from a CVaR Perspective

Paper "How Risky Is Your Data-Driven Policy?" quantifies CVaR risk, decomposing it into post-sample regret and sample risk premium—which can account for 74%-97% of total regret—and analyzes its vanishing conditions and learning rates.