most citedA Survey: Collaborative Hardware and Software Design in the Era of Large Language Models

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cs.LG2026

FlashSVD v1.5: Making Low-Rank Transformers Inference Actually Fast

Wenhao Wu, Zishan Shao, Kangning Cui +5

SVD-based Low-rank compression reduces transformer parameters and nominal FLOPs, but these savings often translate poorly into real LLM serving speedups. We show that this gap is l…