Lianhai Ren

According to our database, Lianhai Ren authored at least 5 papers between 2024 and 2026.

Collaborative distances:

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

2026

MSign: An Optimizer Preventing Training Instability in Large Language Models via Stable Rank Restoration.

Lianhai Ren, Yucheng Ding, Xiao Liu, Qianxiao Li, Peng Cheng, Yeyun Gong

CoRR, February, 2026

2025

SIGMA: An AI-Empowered Training Stack on Early-Life Hardware.

Lei Qu, Lianhai Ren, Peng Cheng, Rui Gao, Ruizhe Wang, Tianyu Chen, Xiao Liu, Xingjian Zhang, Yeyun Gong, Yifan Xiong, Yucheng Ding, Yuting Jiang, Zhenghao Lin, Zhongxin Guo, Ziyue Yang

CoRR, December, 2025

From Weight-Based to State-Based Fine-Tuning: Further Memory Reduction on LoRA with Parallel Control.

Chi Zhang, Lianhai Ren, Jingpu Cheng, Qianxiao Li

Proceedings of the Forty-second International Conference on Machine Learning, 2025

BP-Modified Local Loss for Efficient Training of Deep Neural Networks.

Lianhai Ren, Qianxiao Li

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

Unifying back-propagation and forward-forward algorithms through model predictive control.

Lianhai Ren, Qianxiao Li

CoRR, 2024