Yang, L.; Ning, H.; Zhuo, J.; Ma, Z.; Wang, C.; Wu, W.; Wang, Z. Source-Free Graph Foundation Model Adaptation via Pseudo-Source Reconstruction. AAAI 2026, 40, 27556-27564.