"training-free 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 2025posterarXiv:2410.23918
5
citations

InfiniPot-V: Memory-Constrained KV Cache Compression for Streaming Video Understanding

Minsoo Kim, Kyuhong Shim, Jungwook Choi et al.

NEURIPS 2025oralarXiv:2506.15745
12
citations

PaPr: Training-Free One-Step Patch Pruning with Lightweight ConvNets for Faster Inference

Tanvir Mahmud, Burhaneddin Yaman, Chun-Hao Liu et al.

ECCV 2024posterarXiv:2403.16020
7
citations