2025 "model quantization" Papers

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Conference

AAAI 2025 (3,028)CVPR 2025 (2,873)ICCV 2025 (2,701)ICLR 2025 (3,827)ICML 2025 (3,340)ISMAR 2025 (229)NeurIPS 2025 (5,858)AAAI 2024 (2,289)CVPR 2024 (2,716)ECCV 2024 (2,387)ICLR 2024 (2,297)ICML 2024 (2,635)

Paper Type

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Catastrophic Failure of LLM Unlearning via Quantization

Zhiwei Zhang, Fali Wang, Xiaomin Li et al.

ICLR 2025posterarXiv:2410.16454
43
citations

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

Hyogon Ryu, NaHyeon Park, Hyunjung Shim

ICLR 2025posterarXiv:2501.04304
7
citations

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
3
citations

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

Muyang Li, Yujun Lin, Zhekai Zhang et al.

ICLR 2025posterarXiv:2411.05007
90
citations

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

Minjun Kim, Jongjin Kim, U Kang

ICLR 2025poster
8
citations