2 papers
cs.LG2025
Explaining Representation by Mutual Information
Lifeng Gu
As interpretability gains attention in machine learning, there is a growing need for reliable models that fully explain representation content. We propose a mutual information (MI)…
cs.LG2025
Representation Learning by Ranking across multiple tasks
Lifeng Gu
In recent years, representation learning has become the research focus of the machine learning community. Large-scale neural networks are a crucial step toward achieving general in…