Suhyun Kim

REPrune: Filter Pruning via Representative Election

2020 · arXiv (Cornell University)

Even though norm-based filter pruning methods are widely accepted, it is questionable whether the "smaller-norm-less-important" criterion is optimal in determining filters to prune. Especially when we can keep only a small fraction of the original …

A study on an efficient OSS inspection scheme based on encrypted GML

2024 · High-Confidence Computing

The importance of Open Source Software (OSS) has increased in recent years. OSS is software that is jointly developed and maintained globally through open collaboration and knowledge sharing. OSS plays an important role, especially in …

Convergence Analysis of Federated Learning Methods Using Backward Error Analysis

2025 · arXiv (Cornell University)

Backward error analysis allows finding a modified loss function, which the parameter updates really follow under the influence of an optimization method. The additional loss terms included in this modified function is called implicit regularizer. …