FD-MAGRPO: Functionality-Driven Multi-Agent Group Relative Policy Optimization for Analog-LDO Sizing. - Haoning Jiang; Han Wu; Zhuoli Ouyang; Ziheng Wang; Tinghuan Chen; Junmin Jiang (AAAI, 2026)

ACEMARL: Adaptive Clustering Enhanced Multi-Agent Reinforcement Learning for Analog Circuit Sizing. - Han Wu; Haoning Jiang; Zhuoli Ouyang; Ziheng Wang; Qi Shen; Bo Yuan; Yan Lu 002; Junmin Jiang (DATE, 2026)

Parallel Critic-Free Reinforcement Learning with Direct Parameter Space Mapping for Large-Scale Analog LDO Sizing. - Han Wu; Haoning Jiang; Ziheng Wang; Zhuoli Ouyang; Chen Hu; Bo Yuan; Yan Lu 002; Junmin Jiang (ISCAS, 2026)

VecFormer: Towards Efficient and Generalizable Graph Transformer with Graph Token Attention. - Jingbo Zhou; Jun Xia 001; Siyuan Li 002; Yunfan Liu 002; Wenjun Wang; Yufei Huang 002; Changxi Chi; Mutian Hong; Zhuoli Ouyang; Shu Wang; Zhongqi Wang; Xingyu Wu; et al. (WWW, 2026)

Suspicious Alignment of SGD: A Fine-Grained Step Size Condition Analysis. - Shenyang Deng; Boyao Liao; Zhuoli Ouyang; Tianyu Pang; Minhak Song; Yaoqing Yang 002 (CoRR, 2026)

Understanding Generalization from Embedding Dimension and Distributional Convergence. - Junjie Yu; Zhuoli Ouyang; Haotian Deng; Chen Wei 006; Wenxiao Ma; Jianyu Zhang; Zihan Deng; Quanying Liu (CoRR, 2026)

Depth, Not Data: An Analysis of Hessian Spectral Bifurcation. - Shenyang Deng; Boyao Liao; Zhuoli Ouyang; Tianyu Pang; Yaoqing Yang 002 (CoRR, 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 002 (CoRR, 2026)

ProDrive: Proactive Planning for Autonomous Driving via Ego-Environment Co-Evolution. - Chuyao Fu; Shengzhe Gan; Zhuoli Ouyang; Yuhan Rui; Xiaowei Chi; Sirui Han; Jiankun Wang 001; Hong Zhang 013 (CoRR, 2026)