most citedVec-LUT: Vector Table Lookup for Parallel Ultra-Low-Bit LLM Inference on Edge Devices

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cs.CV2026

GRIP-VLM: Group-Relative Importance Pruning for Efficient Vision-Language Models

Mingzhe Huang, Weijun Wang, Xin Ding +7

In Vision-Language Models (VLMs), processing a massive number of visual tokens incurs prohibitive computational overhead. While recent training-aware pruning methods attempt to sel…