Beyond Expected Coverage: Lower-Tail Risk Management in Fair Influence Maximization
This paper introduces a lower-tail risk-aware framework for fair influence maximization that utilizes Conditional Value-at-Risk and worst-group shortfall probability to protect disadvantaged groups from severe coverage failures, achieving a significant reduction in coverage risk with only a marginal loss in total expected reach.