@article{specquantspectraldecompositionandadaptiv, title = {SpecQuant: Spectral Decomposition and Adaptive Truncation for Ultra-Low-Bit LLMs Quantization}, author = {Zhixiong Zhao and Fangxin Liu and Junjie Wang and Chenyang Guan and Zongwu Wang and Li Jiang and Haibing Guan}, year = {2025}, eprint = {2511.11663}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.11663}, }