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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…
cs.LG2026★ 1 cited
SphUnc: Hyperspherical Uncertainty Decomposition and Causal Identification via Information Geometry
Rong Fu, Chunlei Meng, Jinshuo Liu +8
Reliable decision-making in complex multi-agent systems requires calibrated predictions and interpretable uncertainty. We introduce SphUnc, a unified framework combining hyperspher…