conditional-execution

This paper challenges the conflation of dynamic parameterization with dynamic inference, introducing Frozen-Controller Auditing to show that input-dependent coefficients do not imply computational savings. Experiments on Transformers reveal static layerwise profiles retain near-full performance despite no conditional execution.