2 papers
cs.LG2026
Rethinking Residual Errors in Compensation-based LLM Quantization
Shuaiting Li, Juncan Deng, Kedong Xu +5
Methods based on weight compensation, which iteratively apply quantization and weight compensation to minimize the output error, have recently demonstrated remarkable success in qu…
cs.CV2025
SSVQ: Unleashing the Potential of Vector Quantization with Sign-Splitting
Shuaiting Li, Juncan Deng, Chenxuan Wang +5
Vector Quantization (VQ) has emerged as a prominent weight compression technique, showcasing substantially lower quantization errors than uniform quantization across diverse models…