Hi, nice to meet you!

I'm a second-year PhD student in the Scalable Trustworthy AI group at the University of Tübingen advised by Seong Joon Oh as part of IMPRS-IS's doctoral program. With my research I would like to contribute to researching how technology can benefit humans and society, in particular the field of responsible and trustworthy AI. I believe that AI offers a great potential to improve our lives and contribute to solving issues but technology must not cause or facilitate harms.

Before starting the PhD, I absolved my Master's in Interaction Technology at the University of Twente and my Bachelor's in Computer Science and Management at the Nordakademie. I did my Bachelor studies in a dual study format in cooperation with Airbus, where I also worked for about 2.5 years as an IT project manager for CAD software in waterfall and agile projects.

Currently, I am studying training data attribution and its utility for human-understandable model development. Feel free to reach out if you would like to get in touch:

Updates

Publications

* equal contribution

Exploring Practitioner Perspectives On Training Data Attribution Explanations
Elisa Nguyen, Evgenii Kortukov, Jean Y. Song, Seong Joon Oh
XAI in Action Workshop at NeurIPS 2023
[paper][poster]

A Bayesian Approach To Analysing Training Data Attribution In Deep Learning
Elisa Nguyen, Minjoon Seo, Seong Joon Oh
NeurIPS 2023
[paper][code][poster][conf page incl. video+slides]

Feature Attribution Explanations for Spiking Neural Networks
Elisa Nguyen, Meike Nauta, Gwenn Englebienne, Christin Seifert
CogMI 2023
[paper][code]

Trustworthy Machine Learning
Bálint Mucsányi, Michael Kirchhof, Elisa Nguyen, Alexander Rubinstein,Seong Joon Oh
arxiv 2023
[book][website]

From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI
Meike Nauta, Jan Trienes, Shreyasi Pathak, Elisa Nguyen, Michelle Peters, Yasmin Schmitt, Jörg Schlötterer, Maurice van Keulen, Christin Seifert
ACM CSUR 2023
[paper][website]

A Hybrid Text Classification and Language Generation Model for Automated Summarization of Dutch Breast Cancer Radiology Reports
Elisa Nguyen*, Daphne Theodorakopoulos*, Shreyasi Pathak, Jeroen Geerdink, Onno Vijlbrief, Maurice van Keulen, Christin Seifert
CogMI 2020
[paper]

Pokérator - Unveil your inner Pokémon
Dominique Geissler*, Elisa Nguyen*, Daphne Theodorakopoulos*, Lorenzo Gatti
ICCC 2020
[paper][code]

Activities

Academic

Volunteering

Matters that are close to my heart are education, equal opportunity, and the ongoing climate crisis. I am a member of KI macht Schule whose mission it is to bring AI education to local schools in Germany, and Viva con Agua, where we raise funds for WASH (water, sanitation and hygiene) projects in partner countries in the global south. It's a lot of fun and I encourage anyone to try out volunteering!


© Elisa Nguyen 2024. Last updated: 09 Feb 2024.