"weight compression" Papers

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BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments

Xinghao Wang, Pengyu Wang, Bo Wang et al.

ICLR 2025arXiv:2410.23918
7
citations

From Low Rank Gradient Subspace Stabilization to Low-Rank Weights: Observations, Theories, and Applications

Ajay Jaiswal, Yifan Wang, Lu Yin et al.

ICML 2025arXiv:2407.11239
20
citations

QSVD: Efficient Low-rank Approximation for Unified Query-Key-Value Weight Compression in Low-Precision Vision-Language Models

Yutong Wang, Haiyu Wang, Sai Qian Zhang

NEURIPS 2025spotlightarXiv:2510.16292
1
citations