Robustness in Text-Attributed Graph Learning: Insights, Trade-offs, and New Defenses - Lei, Runlin; Yi, Lu; He, Mingguo; Qiu, Pengyu; Wei, Zhewei; Liu, Yongchao; Hong, Chuntao (International Conference on Learning Representations, 2026)