In this article, we revisit the design of larger-kernel convolutions, which long have been neglected in the context of HAR. We find that both identity shortcut and structural re-parameterization can ...

Abstract: This article introduces a comprehensive method for designing a decoupling and pattern shaping surface (DPSS ... which often lack a systematic design methodology, thereby relying on ...

Lesson plans and code walkthroughs for each pattern. Example-driven explanations optimized for learning and memory. Markdown-formatted versions ideal for study or RAG ingestion.