32 citations · 34 across the 12 of their papers we have counts for
4 papers · 1 filter
Carbonyl4: A Sketch for Set-Increment Mixed Updates
Yikai Zhao, Yuhan Wu, Tong Yang
In the realm of data stream processing, the advent of SET-INCREMENT Mixed (SIM) data streams necessitates algorithms that efficiently handle both SET and INCREMENT operations. We p…
INT-FlashAttention: Enabling Flash Attention for INT8 Quantization
Shimao Chen, Zirui Liu, Zhiying Wu +6
As the foundation of large language models (LLMs), self-attention module faces the challenge of quadratic time and memory complexity with respect to sequence length. FlashAttention…
Approaching 100% Confidence in Stream Summary through ReliableSketch
Yuhan Wu, Hanbo Wu, Xilai Liu +6
To approximate sums of values in key-value data streams, sketches are widely used in databases and networking systems. They offer high-confidence approximations for any given key w…
SimiSketch: Efficiently Estimating Similarity of streaming Multisets
Fenghao Dong, Yang He, Yutong Liang +4
The challenge of estimating similarity between sets has been a significant concern in data science, finding diverse applications across various domains. However, previous approache…