SimPattern is a similarity detection method motivated by the characteristics of delta compression that enables more fine-grained similarity detection and substantially improves the effectiveness of delta compression, reducing the final storage size by up to 42.68% compared with state-of-the-art methods.
Zhen-Yu Cai, Xu-Ming Ye, Wen-Long Tian et al.· Proceedings of the Internati...· 0 citations
This paper proposes FR-AKP, which performs the augmented knowledge purification on the basis of data augmentation at both the intra-client and inter-client levels, and significantly outperforms state-of-the-art methods.
Yijing Shan, Hao-Zhao Wang, Yi-Chen Li et al.· Proceedings of the 32nd ACM...· 0 citations
A serving system that treats the diffusion block as a compilation unit that improves end-to-end execution time by up to 2.7 times over the strongest surviving baseline under the same 8-GPU placement and remains feasible at the largest batch sizes where multiple baselines run out of memory, while preserving task quality...
Jia-Nian Zhu, Hang Wu, Ying-Hui Li et al.· 0 citations
Prism abstracts the highly dynamic diffusion workload into a predictable, static execution flow transparent to the compiler, and achieves this via three techniques: spatial regularization, temporal stabilization, and specialized kernels that selectively bypass padding data.
Jianian Zhu, Hang Wu, Yinghui Li et al.· International Conference on...· 0 citations
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