2025 Poster "model quantization" Papers

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Catastrophic Failure of LLM Unlearning via Quantization

Zhiwei Zhang, Fali Wang, Xiaomin Li et al.

ICLR 2025posterarXiv:2410.16454

DGQ: Distribution-Aware Group Quantization for Text-to-Image Diffusion Models

Hyogon Ryu, NaHyeon Park, Hyunjung Shim

ICLR 2025posterarXiv:2501.04304

GPLQ: A General, Practical, and Lightning QAT Method for Vision Transformers

Guang Liang, Xinyao Liu, Jianxin Wu

NeurIPS 2025posterarXiv:2506.11784

Pioneering 4-Bit FP Quantization for Diffusion Models: Mixup-Sign Quantization and Timestep-Aware Fine-Tuning

Maosen Zhao, Pengtao Chen, Chong Yu et al.

CVPR 2025posterarXiv:2505.21591

SVDQuant: Absorbing Outliers by Low-Rank Component for 4-Bit Diffusion Models

Muyang Li, Yujun Lin, Zhekai Zhang et al.

ICLR 2025posterarXiv:2411.05007

SynQ: Accurate Zero-shot Quantization by Synthesis-aware Fine-tuning

Minjun Kim, Jongjin Kim, U Kang

ICLR 2025poster