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.