Mitigating Dynamic Voltage Drop (DVD)

During sign-off dynamic IR drop analysis, a localized region of standard cells shows a transient 15% VDD droop due to simultaneous switching. The physical designer resolves this by inserting decoupling capacitors (decaps) into the empty standard cell sites of that specific region. How do these decaps physically mitigate the dynamic IR drop?