Publications

2023

1. ISIT

   Pointwise Sliced Mutual Information for Neural Network Explainability

   Shelvia Wongso, Rohan Ghosh, and Mehul Motani

   In IEEE International Symposium on Information Theory, (ISIT), 2023

   Bib

   @inproceedings{wongso2023pointwise,
     author = {Wongso, Shelvia and Ghosh, Rohan and Motani, Mehul},
     title = {Pointwise Sliced Mutual Information for Neural Network Explainability},
     booktitle = {{IEEE} International Symposium on Information Theory, (ISIT)},
     year = {2023},
   }

2. AISTATSOral

   Using Sliced Mutual Information to Study Memorization and Generalization in Deep Neural Networks

   Shelvia Wongso, Rohan Ghosh, and Mehul Motani

   In International Conference on Artificial Intelligence and Statistics (AISTATS), 2023

   Oral Presentation at AISTATS (Top 1.9% of Submitted Papers).

   Bib

   @inproceedings{wongso2023using,
     abbr2 = {Oral},
     title = {Using Sliced Mutual Information to Study Memorization and Generalization in Deep Neural Networks},
     author = {Wongso, Shelvia and Ghosh, Rohan and Motani, Mehul},
     booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
     year = {2023},
     note = {Oral Presentation at AISTATS (Top 1.9% of Submitted Papers).},
   }

2022

1. ISIT

   Understanding Deep Neural Networks Using Sliced Mutual Information

   Shelvia Wongso, Rohan Ghosh, and Mehul Motani

   In IEEE International Symposium on Information Theory, (ISIT), 2022

   Bib

   @inproceedings{wongso2022understanding,
     author = {Wongso, Shelvia and Ghosh, Rohan and Motani, Mehul},
     title = {Understanding Deep Neural Networks Using Sliced Mutual Information},
     booktitle = {{IEEE} International Symposium on Information Theory, (ISIT)},
     year = {2022},
   }