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20242026
most citedSLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks

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cs.CV2026

Rotation-Aligned Key Channel Pruning for Efficient Vision-Language Model Inference

Beomseok Kang, Dongwon Jo, Jiwon Song +2

Vision-Language Models suffer severe KV cache pressure at inference, as a single image often encodes into thousands of tokens. Most existing methods exploit token sparsity through…