Product-Aware Deterministic Rounding for Quantized Matrix Multiplication

Scalar rounding decisions interact through matrix multiplication. We study deterministic product-aware rounding after scales, clipping bounds, and grids are fixed, with each active scalar choosing between adjacent levels.