3 papers
cs.LG2026
FAIR-Pruner: A Flexible Framework for Automatic Layer-Wise Pruning via Tolerance of Difference
Chenqing Lin, Mostafa Hussien, Chengyao Yu +4
Structured pruning is a standard tool for compressing deep neural networks, but its practical performance depends on how sparsity is allocated across layers. We propose FAIR-Pruner…
stat.ME2026
Joint Estimation of Edge Probabilities for Multi-layer Networks via Neighborhood Smoothing
Yong He, Zizhou Huang, Bingyi Jing +1
In this paper we focus on jointly estimating the edge probabilities for multi-layer networks. We define a novel multi-layer graphon, a ternary function in contrast to the bivariate…
stat.ME2025
A generalized e-value feature detection method with FDR control at multiple resolutions
Chengyao Yu, Ruixing Ming, Min Xiao +2
Multiple resolutions arise across a range of explanatory features due to domain-specific structures, leading to the formation of feature groups. It follows that the simultaneous de…