Techniques pertaining to task-aware information hiding artificial intelligence/machine learning (AI/ML) models used in wireless communications are described. An apparatus performs task-aware information hiding or partial task-aware information hiding using an information hiding AI/ML model to embed information in a host data as a container. The apparatus then communicates with a network using the container which contains the embedded information.