IGL-Bench: Establishing the Comprehensive Benchmark for Imbalanced Graph Learning. - Jiawen Qin; Haonan Yuan; Qingyun Sun; Lyujin Xu; Jiaqi Yuan; Pengfeng Huang; Zhaonan Wang 005; Xingcheng Fu; Hao Peng 001; Jianxin Li 002; Philip S. Yu (ICLR, 2025)

Graph Size-imbalanced Learning with Energy-guided Structural Smoothing. - Jiawen Qin; Pengfeng Huang; Qingyun Sun; Cheng Ji 001; Xingcheng Fu; Jianxin Li 002 (WSDM, 2025)