Residual connections provably mitigate oversmoothing in graph neural networks. - Ziang Chen; Zhengjiang Lin; Shi Chen; Yury Polyanskiy; Philippe Rigollet (CoRR, 2025)

Quantitative Clustering in Mean-Field Transformer Models. - Shi Chen; Zhengjiang Lin; Yury Polyanskiy; Philippe Rigollet (CoRR, 2025)

Fast Convergence for High-Order ODE Solvers in Diffusion Probabilistic Models. - Daniel Zhengyu Huang; Jiaoyang Huang; Zhengjiang Lin (CoRR, 2025)

Convergence Analysis of Probability Flow ODE for Score-Based Generative Models. - Daniel Zhengyu Huang; Jiaoyang Huang; Zhengjiang Lin (IEEE Trans. Inf. Theory, 2025)