Shuhua Yu

18 papers A 1Journal 13Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
HTMuon: Improving Muon via Heavy-Tailed Spectral Correction.
CoRR
Tianyu Pang, Yujie Fang, Zihang Liu, Shenyang Deng, Lei Hsiung, Shuhua Yu, Yaoqing Yang
2026 J jnl
Large Deviation Upper Bounds and Improved MSE Rates of Nonlinear SGD: Heavy-Tailed Noise and Power of Symmetry.
SIAM J. Optim.
Aleksandar Armacki, Shuhua Yu, Dragana Bajovic, Dusan Jakovetic, Soummya Kar
2026 J jnl
RMNP: Row-Momentum Normalized Preconditioning for Scalable Matrix-Based Optimization.
CoRR
Shenyang Deng, Zhuoli Ouyang, Tianyu Pang, Zihang Liu, Ruochen Jin, Shuhua Yu, Yaoqing Yang
2025 J jnl
Decentralized Nonconvex Optimization under Heavy-Tailed Noise: Normalization and Optimal Convergence.
CoRR
Shuhua Yu, Dusan Jakovetic, Soummya Kar
2025 A conf
High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise.
AISTATS
Aleksandar Armacki, Shuhua Yu, Pranay Sharma, Gauri Joshi, Dragana Bajovic, Dusan Jakovetic, Soummya Kar
2024 J jnl
Distributed Sign Momentum with Local Steps for Training Transformers.
CoRR
Shuhua Yu, Ding Zhou, Cong Xie, An Xu, Zhi Zhang, Xin Liu, Soummya Kar
2024 J jnl
Large Deviations and Improved Mean-squared Error Rates of Nonlinear SGD: Heavy-tailed Noise and Power of Symmetry.
CoRR
Aleksandar Armacki, Shuhua Yu, Dragana Bajovic, Dusan Jakovetic, Soummya Kar
2024 J jnl
Nonlinear Stochastic Gradient Descent and Heavy-tailed Noise: A Unified Framework and High-probability Guarantees.
CoRR
Aleksandar Armacki, Shuhua Yu, Pranay Sharma, Gauri Joshi, Dragana Bajovic, Dusan Jakovetic, Soummya Kar
2023 J jnl
Revisiting Image Classifier Training for Improved Certified Robust Defense against Adversarial Patches.
CoRR
Aniruddha Saha, Shuhua Yu, Arash Norouzzadeh, Wan-Yi Lin, Chaithanya Kumar Mummadi
2023 J jnl
Revisiting Image Classifier Training for Improved Certified Robust Defense against Adversarial Patches.
Trans. Mach. Learn. Res.
Aniruddha Saha, Shuhua Yu, Mohammad Sadegh Norouzzadeh, Wan-Yi Lin, Chaithanya Kumar Mummadi
2023 J jnl
Secure Distributed Optimization Under Gradient Attacks.
IEEE Trans. Signal Process.
Shuhua Yu, Soummya Kar
2023 J jnl
Smoothed Gradient Clipping and Error Feedback for Distributed Optimization under Heavy-Tailed Noise.
CoRR
Shuhua Yu, Dusan Jakovetic, Soummya Kar
2022 J jnl
Secure Distributed Optimization Under Gradient Attacks.
CoRR
Shuhua Yu, Soummya Kar
2021 — conf
Dynamic Median Consensus Over Random Networks.
CDC
Shuhua Yu, Yuan Chen, Soummya Kar
2021 J jnl
Dynamic Median Consensus Over Random Networks.
CoRR
Shuhua Yu, Yuan Chen, Soummya Kar
2021 — conf
Resilient decentralized optimization in multi-agent networks with data injection attack.
ACSCC
Shuhua Yu, Yuan Chen, Soummya Kar
2018 — conf
An Alternating Minimization Approach to Optimizing Subarray Configuration for a Large Phased Array.
SAM
Wenqiang Pu, Yang Yu, Shuhua Yu, Zhi-Quan Luo
2009 — conf
Sharing University Resources Based on Grid Portlet.
HPCA (China)
Shuhua Yu, Jianlin Zhang, Chunjuan Fu