43 citations · 80 across the 22 of their papers we have counts for
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cs.LG2024
Solving Sparse \& High-Dimensional-Output Regression via Compression
Renyuan Li, Zhehui Chen, Guanyi Wang
Multi-Output Regression (MOR) has been widely used in scientific data analysis for decision-making. Unlike traditional regression models, MOR aims to simultaneously predict multipl…
cs.LG2021★ 43 cited
Only Train Once: A One-Shot Neural Network Training And Pruning Framework
Tianyi Chen, Bo Ji, Tianyu Ding +7
Structured pruning is a commonly used technique in deploying deep neural networks (DNNs) onto resource-constrained devices. However, the existing pruning methods are usually heuris…