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This article discusses the rapid advancements in wearable computing and its impact on mental and physical health monitoring. It highlights the need for addressing key challenges such as privacy, performance, and real-world issues in this field. The Special Issue focuses on exploring research on privacy-aware deep learning structures, performance improvement using state-of-the-art deep learning architectures, and transfer learning techniques for wearable computing.