Yuan Cheng

MS student, nanjing university

Joined

May 2024

Names

Yuan Cheng (Preferred)

Emails

****@smail.nju.edu.cn (Confirmed)

Personal Links

Career & Education History

MS student

nanjing university (nju.edu.cn)

2024 – 2027

Undergrad student

nanjing university (nju.edu.cn)

2020 – 2024

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

Towards W2A4 LLM Inference: Hybrid SQ-VQ Framework with Adaptive Error Compensation
Yuan Cheng, Xing Hu, Zukang Xu, Hui Wang, Xiaomeng Han, Zhe jiang, Dawei Yang
- Submitted to ICLR 2026
- Readers: Everyone
SAES-SVD: Self-Adaptive Suppression of Accumulated and Local Errors for SVD-based LLM Compression
Xing Hu, Dawei Yang, Yuan Cheng, Zhixuan Chen, Zukang Xu
- ICLR 2026 Poster
- Readers: Everyone
I-LLM: Efficient Integer-Only Inference for Fully-Quantized Low-Bit Large Language Models
Xing Hu, Yuan Cheng, Dawei Yang, Shuo Wang, Zhihang Yuan, Zukang Xu, JiangyongYu, XUCHEN, Zhixuan Chen, Sifan Zhou
- Submitted to ICLR 2025
- Readers: Everyone
OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting
Xing Hu, Yuan Cheng, Dawei Yang, Zhixuan Chen, Zukang Xu, JiangyongYu, XUCHEN, Zhihang Yuan, Zhe jiang, Sifan Zhou
- ICLR 2025 Poster
- Readers: Everyone

Co-Authors