"quantization" Papers

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KVSink: Understanding and Enhancing the Preservation of Attention Sinks in KV Cache Quantization for LLMs

Zunhai Su, Kehong Yuan

COLM 2025paperarXiv:2508.04257
8
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

The Unreasonable Ineffectiveness of the Deeper Layers

Andrey Gromov, Kushal Tirumala, Hassan Shapourian et al.

ICLR 2025arXiv:2403.17887
172
citations

Compressing Large Language Models by Joint Sparsification and Quantization

Jinyang Guo, Jianyu Wu, Zining Wang et al.

ICML 2024

Fed-QSSL: A Framework for Personalized Federated Learning under Bitwidth and Data Heterogeneity

Yiyue Chen, Haris Vikalo, Chianing Wang

AAAI 2024paperarXiv:2312.13380
13
citations