The document presents a study on enhancing detection accuracy of packet dropping attacks in wireless ad hoc networks, addressing issues caused by both link errors and malicious drops. It proposes a privacy-preserving auditing architecture using a homomorphic linear authenticator to ensure the accuracy of reported packet losses and suggests a packet-block-based approach to reduce computational overhead. Extensive simulations demonstrate the proposed mechanisms are significantly more effective than conventional detection methods.