publications

2026

1. ICML

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

   Shenyang Deng^*, Zhuoli Ouyang^*, Tianyu Pang, Zihang Liu, Ruochen Jin, and 2 more authors

   In International Conference on Machine Learning (ICML), 2026

   arXiv Bib

   @inproceedings{deng2026rmnp,
     title = {RMNP: Row-Momentum Normalized Preconditioning for Scalable Matrix-Based Optimization},
     author = {Deng, Shenyang and Ouyang, Zhuoli and Pang, Tianyu and Liu, Zihang and Jin, Ruochen and Yu, Shuhua and Yang, Yaoqing},
     booktitle = {International Conference on Machine Learning (ICML)},
     year = {2026},
   }

2. ICML

   Understanding Generalization from Embedding Dimension and Distributional Convergence

   Junjie Yu^*, Zhuoli Ouyang^*, Haotian Deng^*, Chen Wei, Wenxiao Ma, and 3 more authors

   In International Conference on Machine Learning (ICML), 2026

   arXiv Bib

   @inproceedings{yu2026generalization,
     title = {Understanding Generalization from Embedding Dimension and Distributional Convergence},
     author = {Yu, Junjie and Ouyang, Zhuoli and Deng, Haotian and Wei, Chen and Ma, Wenxiao and Zhang, Jianyu and Deng, Zihan and Liu, Quanying},
     booktitle = {International Conference on Machine Learning (ICML)},
     year = {2026},
   }

3. ISIT

   Depth, Not Data: An Analysis of Hessian Spectral Bifurcation

   Shenyang Deng^*, Boyao Liao^*, Zhuoli Ouyang^*, Tianyu Pang, and Yaoqing Yang

   In IEEE International Symposium on Information Theory (ISIT), 2026

   Strong Accept arXiv Bib

   Strong Accept

   @inproceedings{deng2026depth,
     title = {Depth, Not Data: An Analysis of Hessian Spectral Bifurcation},
     author = {Deng, Shenyang and Liao, Boyao and Ouyang, Zhuoli and Pang, Tianyu and Yang, Yaoqing},
     booktitle = {IEEE International Symposium on Information Theory (ISIT)},
     year = {2026},
   }

4. ALT

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

   Shenyang Deng^*, Boyao Liao^*, Zhuoli Ouyang, Tianyu Pang, Minhak Song, and 1 more author

   In Algorithmic Learning Theory (ALT), 2026

   Best Student Paper arXiv Bib

   Best Student Paper Award

   @inproceedings{deng2026suspicious,
     title = {Suspicious Alignment of SGD: A Fine-Grained Step Size Condition Analysis},
     author = {Deng, Shenyang and Liao, Boyao and Ouyang, Zhuoli and Pang, Tianyu and Song, Minhak and Yang, Yaoqing},
     booktitle = {Algorithmic Learning Theory (ALT)},
     year = {2026},
   }

5. ICLR

   Doloris: Dual Conditional Diffusion Implicit Bridges with Sparsity Masking Strategy for Unpaired Single-Cell Perturbation Estimation

   Changxi Chi, Jun Xia, Yufei Huang, and Zhuoli Ouyang

   In International Conference on Learning Representations (ICLR), 2026

   Bib HTML

   @inproceedings{chi2026doloris,
     title = {Doloris: Dual Conditional Diffusion Implicit Bridges with Sparsity Masking Strategy for Unpaired Single-Cell Perturbation Estimation},
     author = {Chi, Changxi and Xia, Jun and Huang, Yufei and Ouyang, Zhuoli},
     booktitle = {International Conference on Learning Representations (ICLR)},
     year = {2026},
   }

6. TCAD

   Design Intent Driven Multi-Agent Reinforcement Learning With Current-Transient Automatic Clustering for Analog LDO Sizing

   Han Wu, Haoning Jiang, and Zhuoli Ouyang

   IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2026

   Bib

   @article{wu2026design,
     title = {Design Intent Driven Multi-Agent Reinforcement Learning With Current-Transient Automatic Clustering for Analog LDO Sizing},
     author = {Wu, Han and Jiang, Haoning and Ouyang, Zhuoli},
     journal = {IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems},
     year = {2026},
   }

7. DATE

   ACEMARL: Adaptive Clustering Enhanced Multi-Agent Reinforcement Learning for Analog Circuit Sizing

   Han Wu^*, Haoning Jiang^*, Zhuoli Ouyang, Ziheng Wang, Qi Shen, and 3 more authors

   In Design, Automation & Test in Europe Conference (DATE), 2026

   Oral Bib HTML

   Oral

   @inproceedings{wu2026acemarl,
     title = {ACEMARL: Adaptive Clustering Enhanced Multi-Agent Reinforcement Learning for Analog Circuit Sizing},
     author = {Wu, Han and Jiang, Haoning and Ouyang, Zhuoli and Wang, Ziheng and Shen, Qi and Yuan, Bo and Lu, Yan and Jiang, Junmin},
     booktitle = {Design, Automation \& Test in Europe Conference (DATE)},
     year = {2026},
   }

8. AAAI

   FD-MAGRPO: Functionality-Driven Multi-Agent Group Relative Policy Optimization for Analog-LDO Sizing

   Haoning Jiang^*, Han Wu^*, Zhuoli Ouyang, Ziheng Wang, Tinghuan Chen, and 1 more author

   In AAAI Conference on Artificial Intelligence, 2026

   Bib HTML

   @inproceedings{jiang2026fdmagrpo,
     title = {FD-MAGRPO: Functionality-Driven Multi-Agent Group Relative Policy Optimization for Analog-LDO Sizing},
     author = {Jiang, Haoning and Wu, Han and Ouyang, Zhuoli and Wang, Ziheng and Chen, Tinghuan and Jiang, Junmin},
     booktitle = {AAAI Conference on Artificial Intelligence},
     year = {2026},
   }