Shenyang Deng

According to our database, Shenyang Deng authored at least 9 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

RMNP: Row-Momentum Normalized Preconditioning for Scalable Matrix-Based Optimization.

Shenyang Deng, Zhuoli Ouyang, Tianyu Pang, Zihang Liu, Ruochen Jin, Shuhua Yu, Yaoqing Yang

CoRR, March, 2026

HTMuon: Improving Muon via Heavy-Tailed Spectral Correction.

Tianyu Pang, Yujie Fang, Zihang Liu, Shenyang Deng, Lei Hsiung, Shuhua Yu, Yaoqing Yang

CoRR, March, 2026

Depth, Not Data: An Analysis of Hessian Spectral Bifurcation.

Shenyang Deng, Boyao Liao, Zhuoli Ouyang, Tianyu Pang, Yaoqing Yang

CoRR, February, 2026

Suspicious Alignment of SGD: A Fine-Grained Step Size Condition Analysis.

Shenyang Deng, Boyao Liao, Zhuoli Ouyang, Tianyu Pang, Minhak Song, Yaoqing Yang

CoRR, January, 2026

2025

KCES: Training-Free Defense for Robust Graph Neural Networks via Kernel Complexity.

Yaning Jia, Shenyang Deng, Chiyu Ma, Yaoqing Yang, Soroush Vosoughi

CoRR, June, 2025

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

2024

Lightweight multimodal Cycle-Attention Transformer towards cancer diagnosis.

Shicong Liu, Xin Ma, Shenyang Deng, Yuanchi Suo, Jianjun Zhang, Wing W. Y. Ng

Expert Syst. Appl., 2024

Crafting Heavy-Tails in Weight Matrix Spectrum without Gradient Noise.

Vignesh Kothapalli, Tianyu Pang, Shenyang Deng, Zongmin Liu, Yaoqing Yang

CoRR, 2024

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

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2024