Dawei Li

NTK-SAP: Improving neural network pruning by aligning training dynamics

2023 · arXiv (Cornell University)

Pruning neural networks before training has received increasing interest due to its potential to reduce training time and memory. One popular method is to prune the connections based on a certain metric, but it is …

Exploring Large Language Models for Feature Selection: A Data-centric Perspective

2024 · arXiv (Cornell University)

The rapid advancement of Large Language Models (LLMs) has significantly influenced various domains, leveraging their exceptional few-shot and zero-shot learning capabilities. In this work, we aim to explore and understand the LLMs-based feature selection methods …