Ruifeng Ren

According to our database, Ruifeng Ren authored at least 9 papers between 2023 and 2026.

Collaborative distances:

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

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

Transformers as Intrinsic Optimizers: Forward Inference through the Energy Principle.

Ruifeng Ren, Sheng Ouyang, Huayi Tang, Yong Liu

CoRR, November, 2025

Revisiting Transformers through the Lens of Low Entropy and Dynamic Sparsity.

Ruifeng Ren, Yong Liu

CoRR, April, 2025

Unveiling the Mechanisms of Explicit CoT Training: How Chain-of-Thought Enhances Reasoning Generalization.

Xinhao Yao, Ruifeng Ren, Yun Liao, Yong Liu

CoRR, February, 2025

Exploring the Limitations of Mamba in COPY and CoT Reasoning.

Ruifeng Ren, Zhicong Li, Yong Liu

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

2024

Can Mamba Always Enjoy the "Free Lunch"?

Ruifeng Ren, Zhicong Li, Yong Liu

CoRR, 2024

Towards Understanding How Transformers Learn In-context Through a Representation Learning Lens.

Ruifeng Ren, Yong Liu

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

Endmember Distinguished Low-Rank and Sparse Representation for Hyperspectral Unmixing.

Ruifeng Ren, Jin-Liang Xiao, Jie Huang

Proceedings of the IGARSS 2024, 2024

2023

In-context Learning with Transformer Is Really Equivalent to a Contrastive Learning Pattern.

Ruifeng Ren, Yong Liu

CoRR, 2023