Gengze Xu

According to our database, Gengze Xu authored at least 7 papers between 2024 and 2026.

Collaborative distances:

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

2026

On the Blessing of Pre-training in Weak-to-Strong Generalization.

Wei Yao, Wang Zhaoyang, Gengze Xu, Chen Qian, Dongrui Liu, Ziqiao Wang, Yong Liu, Yunbei Xu

CoRR, May, 2026

Beyond the Black Box: Theory and Mechanism of Large Language Models.

Zeyu Gan, Ruifeng Ren, Wei Yao, Xiaolin Hu, Gengze Xu, Chen Qian, Huayi Tang, Zixuan Gong, Xinhao Yao, Pengwei Tang, Zhenxing Dou, Yong Liu

CoRR, January, 2026

2025

On Weak-to-Strong Generalization and f-Divergence.

Wei Yao, Gengze Xu, Huayi Tang, Wenkai Yang, Donglin Di, Ziqiao Wang, Yong Liu

CoRR, June, 2025

On the Emergence of Weak-to-Strong Generalization: A Bias-Variance Perspective.

Gengze Xu, Wei Yao, Ziqiao Wang, Yong Liu

CoRR, May, 2025

Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and Optimization.

Xinhao Yao, Hongjin Qian, Xiaolin Hu, Gengze Xu, Wei Liu, Jian Luan, Bin Wang, Yong Liu

Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, 2025

Stability and Generalization of Zeroth-Order Decentralized Stochastic Gradient Descent with Changing Topology.

Xiaolin Hu, Zixuan Gong, Gengze Xu, Wei Liu, Jian Luan, Bin Wang, Yong Liu

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

Theoretical Insights into Fine-Tuning Attention Mechanism: Generalization and Optimization.

Xinhao Yao, Hongjin Qian, Xiaolin Hu, Gengze Xu, Yong Liu

CoRR, 2024