Researchers propose a quantum-aware transformer (QAT) model for quantum state tomography.The QAT model leverages the intrinsic quantum characteristics involved in quantum state tomography.It captures the complex relationship between measured frequencies and density matrices.Extensive simulations and experiments demonstrate the QAT's superiority in reconstructing quantum states with robustness against experimental noise.