Abstract: Linear optical encoders have been widely applied in nanopositioning systems when combined with compliant mechanisms to provide feedback control. A linear encoder can offer large-range ...

Abstract: Pre-trained encoders in computer vision have recently received great attention from both research and industry communities. Among others, a promising paradigm is to utilize self-supervised ...

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We note that our work focuses on architectural comparisons rather than competing with recent SLM developments (e.g., SmolLM, MobileLLM). Our analysis isolates the fundamental advantages of ...

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