research
∙
05/17/2023
Mitigating Group Bias in Federated Learning: Beyond Local Fairness
The issue of group fairness in machine learning models, where certain su...
share
research
∙
05/07/2023
Provable Identifiability of Two-Layer ReLU Neural Networks via LASSO Regularization
LASSO regularization is a popular regression tool to enhance the predict...
research
∙
02/11/2023
Pruning Deep Neural Networks from a Sparsity Perspective
In recent years, deep network pruning has attracted significant attentio...
research
∙
06/11/2022
A Theoretical Understanding of Neural Network Compression from Sparse Linear Approximation
The goal of model compression is to reduce the size of a large neural ne...
research
∙
07/02/2021