The objective of “A Novel Approximate Adder Design Using Error?Reduced Carry Prediction and Constant Truncation” is to propose an approximate adder architecture that significantly improves overall computation accuracy and hardware efficiency by using an error?reduced carry prediction technique alongside constant truncation and error?reduction schemes, achieving reduced prediction error rates, lower error distance metrics, and better hardware?accuracy trade?offs compared to existing approximate adders in error?tolerant applications.