Stochastic Combinatorial Ensembles for Defending Against Adversarial Examples. - George-Alexandru Adam; Petr Smirnov; Anna Goldenberg; David Duvenaud; Benjamin Haibe-Kains (CoRR, 2018)

PharmacoDB: an integrative database for mining in vitro anticancer drug screening studies. - Petr Smirnov; Victor Kofia; Alexander Maru; Mark Freeman 002; Chantal Ho; Nehme El-Hachem; George-Alexandru Adam; Wail Ba-alawi; Zhaleh Safikhani; Benjamin Haibe-Kains (Nucleic Acids Res., 2018)

Hidden Risks of Machine Learning Applied to Healthcare: Unintended Feedback Loops Between Models and Future Data Causing Model Degradation. - George-Alexandru Adam; Chun-Hao Kingsley Chang; Benjamin Haibe-Kains; Anna Goldenberg (MLHC, 2020)

Towards Robust Classification Model by Counterfactual and Invariant Data Generation. - Chun-Hao Chang; George-Alexandru Adam; Anna Goldenberg (CVPR, 2021)

Extracting Clinician's Goals by What-if Interpretable Modeling. - Chun-Hao Chang; George-Alexandru Adam; Rich Caruana; Anna Goldenberg (CoRR, 2021)

Error Amplification When Updating Deployed Machine Learning Models. - George-Alexandru Adam; Chun-Hao Kingsley Chang; Benjamin Haibe-Kains; Anna Goldenberg (MLHC, 2022)

Addressing Challenges for Reliable Machine Learning Model Updates - George-Alexandru Adam (2024)