A Mathematics Framework of Artificial Shifted Population Risk and Its Further Understanding Related to Consistency Regularization. - Xiliang Yang; Shenyang Deng; Shicong Liu; Yuanchi Suo; Wing W. Y. Ng; Jianjun Zhang 004 (ECML/PKDD (1), 2024)

Crafting Heavy-Tails in Weight Matrix Spectrum without Gradient Noise. - Vignesh Kothapalli; Tianyu Pang; Shenyang Deng; Zongmin Liu; Yaoqing Yang (CoRR, 2024)

Lightweight multimodal Cycle-Attention Transformer towards cancer diagnosis. - Shicong Liu; Xin Ma; Shenyang Deng; Yuanchi Suo; Jianjun Zhang 004; Wing W. Y. Ng (Expert Syst. Appl., 2024)

From Spikes to Heavy Tails: Unveiling the Spectral Evolution of Neural Networks. - Vignesh Kothapalli; Tianyu Pang; Shenyang Deng; Zongmin Liu; Yaoqing Yang (Trans. Mach. Learn. Res., 2025)

KCES: Training-Free Defense for Robust Graph Neural Networks via Kernel Complexity. - Yaning Jia; Shenyang Deng; Chiyu Ma; Yaoqing Yang; Soroush Vosoughi (CoRR, 2025)