Minimizing round complexity is a central goal in secure Multi-Party Computation (MPC), particularly for deployment on high-latency networks. While constant-round protocols with concrete efficiency have been constructed, they are typically designed for Boolean circuits and each gate incurs a bandwidth cost linear in the security parameter. Moreover, for arithmetic-heavy applications such as privacy-preserving machine learning and statistical analysis, compiling arithmetic operations into Boolean