Zukang Xu

Researcher, HOUMO AI

Joined

September 2024

Names

Zukang Xu (Preferred)

Emails

****@gmail.com (Confirmed)

****@houmo.ai (Confirmed)

****@qq.com (Confirmed)

Personal Links

Homepage

DBLP

ORCID

Career & Education History

Researcher

HOUMO AI (houmo.ai)

2024 – Present

MS student

Nanjing University of Science and Technology (njust.edu.cn)

2014 – 2018

Advisors, Relations & Conflicts

Coauthor

Xing Hu

2024 – 2025

Expertise

deep learning

2020 – 2024

Publications

PCDVQ: Enhancing Vector Quantization for Large Language Models via Polar Coordinate Decoupling
Yuxuan Yue, Zukang Xu, Zhihang Yuan, Dawei Yang, Jianlong Wu, Liqiang Nie
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
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
BiMoE：Pushing the Limit of Post-Training Quantization for MoE-based LLMs
Zhixiong Zhao, Zukang Xu, Zhixuan Chen, Fangxin Liu, Li Jiang, Dawei Yang
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
MSAVQ: Multi-dimensional Sensitivity-Aware Vector Quantization for Ultra-Low-Bit Vision-Language Models
Wang Zhong, Zukang Xu, Xing Hu, Chen Hao, Dawei Yang
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
KBVQ-MoE: KLT-guided SVD with Bias-Corrected Vector Quantization for MoE Large Language Models
Zukang Xu, Zhixiong Zhao, Xing Hu, Zhixuan Chen, Dawei Yang
- ICLR 2026 Poster
- Readers: Everyone
RSAVQ: Riemannian Sensitivity-Aware Vector Quantization for Large Language Models
Zukang Xu, Xing Hu, Qiang Wu, Dawei Yang
- NeurIPS 2025 poster
- Readers: Everyone
MQuant: Unleashing the Inference Potential of Multimodal Large Language Models via Full Static Quantization
Jiangyong Yu, Sifan Zhou, Dawei Yang, Shuo Wang, Shuoyu Li, Xing Hu, Chen Xu, Zukang Xu, Changyong Shu, Zhihang Yuan
- CoRR 2025
- Readers: Everyone
RWKVQuant: Quantizing the RWKV Family with Proxy Guided Hybrid of Scalar and Vector Quantization
XUCHEN, Yuxuan Yue, Zukang Xu, Xing Hu, JiangyongYu, Zhixuan Chen, Sifan Zhou, Zhihang Yuan, Dawei Yang
- ICML 2025 poster
- Readers: Everyone
MoEQuant: Enhancing Quantization for Mixture-of-Experts Large Language Models via Expert-Balanced Sampling and Affinity Guidance
Zhixuan Chen, Xing Hu, Dawei Yang, Zukang Xu, XUCHEN, Zhihang Yuan, Sifan Zhou, JiangyongYu
- ICML 2025 poster
- Readers: Everyone

View all 16 publications

Co-Authors

View all 27 co-authors