The paper discusses the transformation of State Space Models (SSMs) through selection mechanisms.The authors propose incorporating selection mechanisms into models by making parameters input-dependent.The selective SSMs improve model compression, efficiency, and performance on various tasks.The paper presents empirical evaluations and benchmarks to validate the effectiveness of selective SSMs.