Analysis of Tighter Privacy Bounds:
Advanced composition theorems offer tighter privacy bounds by considering more sophisticated mathematical approaches to privacy analysis. These theorems often involve incorporating higher-order moments, concentration inequalities, and more nuanced measurements of privacy loss distribution. By accounting for additional statistical properties, advanced composition theorems can capture the complex interactions between queries and provide more accurate estimations of cumulative privacy loss.