4 papers
Multi-Dimensional Model Integrity and Responsibility Assessment Index and Scoring Framework
Phuc Truong Loc Nguyen, Thanh Hung Do, Truong Thanh Hung Nguyen +1
Artificial intelligence in high-stakes tabular domains cannot be evaluated by predictive performance alone, yet current practice still assesses explainability, fairness, robustness…
GEM-T: Generative Tabular Data via Fitting Moments
Miao Li, Phuc Nguyen, Christopher Tam +6
Tabular data dominates data science but poses challenges for generative models, especially when the data is limited or sensitive. We present a novel approach to generating syntheti…
Grade Inflation in Generative Models
Phuc Nguyen, Miao Li, Alexandra Morgan +2
Generative models hold great potential, but only if one can trust the evaluation of the data they generate. We show that many commonly used quality scores for comparing two-dimensi…
: An Improved Python Package for Loading Datasets from the UCI Machine Learning Repository
Kenneth Ge, Phuc Nguyen, Ramy Arnaout
The University of California--Irvine (UCI) Machine Learning (ML) Repository (UCIMLR) is consistently cited as one of the most popular dataset repositories, hosting hundreds of high…