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This paper proposes Transformation-Aware Decoupling (TAD), a framework for viewpoint-robust 3D scene graph generation that decouples relation reasoning into directional and invariant branches to handle yaw viewpoint changes, achieving state-of-the-art robustness on the 3DSSG benchmark.