LMC: Fast Training of GNNs via Subgraph Sampling with Provable Convergence. - Zhihao Shi; Xize Liang; Jie Wang 005 (ICLR, 2023)

Provably Convergent Subgraph-wise Sampling for Fast GNN Training. - Jie Wang 005; Zhihao Shi; Xize Liang; Shuiwang Ji; Bin Li 025; Feng Wu 001 (CoRR, 2023)

Robust Preference Optimization with Provable Noise Tolerance for LLMs. - Xize Liang; Chao Chen 026; Jie Wang 005; Yue Wu; Zhihang Fu; Zhihao Shi; Feng Wu 001; Jieping Ye (CoRR, 2024)

Accurate and Scalable Graph Neural Networks via Message Invariance. - Zhihao Shi; Jie Wang 005; Zhiwei Zhuang; Xize Liang; Bin Li 025; Feng Wu 001 (ICLR, 2025)