Rich Caruana

Publication Activity (10 Years)

Years Active: 2021-2023
Publications (10 Years): 13

Top Topics

Human Knowledge

Machine Learning

Interaction Effects

Top Venues

Publications

Zijie J. Wang, Jennifer Wortman Vaughan, Rich Caruana, Duen Horng Chau
GAM Coach: Towards Interactive and User-centered Algorithmic Recourse. CoRR (2023)
Zijie J. Wang, Alex Kale, Harsha Nori, Peter Stella, Mark E. Nunnally, Duen Horng Chau, Mihaela Vorvoreanu, Jennifer Wortman Vaughan, Rich Caruana
Interpretability, Then What? Editing Machine Learning Models to Reflect Human Knowledge and Values. CoRR (2022)
Chun-Hao Chang, Rich Caruana, Anna Goldenberg
NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning. ICLR (2022)
Benjamin J. Lengerich, Mark E. Nunnally, Yin Aphinyanaphongs, Rich Caruana
Estimating Discontinuous Time-Varying Risk Factors and Treatment Benefits for COVID-19 with Interpretable ML. CoRR (2022)
Benjamin J. Lengerich, Eric P. Xing, Rich Caruana
Dropout as a Regularizer of Interaction Effects. AISTATS (2022)
Zijie J. Wang, Alex Kale, Harsha Nori, Peter Stella, Mark E. Nunnally, Duen Horng Chau, Mihaela Vorvoreanu, Jennifer Wortman Vaughan, Rich Caruana
Interpretability, Then What? Editing Machine Learning Models to Reflect Human Knowledge and Values. KDD (2022)
Fengshi Niu, Harsha Nori, Brian Quistorff, Rich Caruana, Donald Ngwe, Aadharsh Kannan
Differentially Private Estimation of Heterogeneous Causal Effects. CLeaR (2022)
Benjamin J. Lengerich, Mark E. Nunnally, Yin Aphinyanaphongs, Caleb Ellington, Rich Caruana
Automated interpretable discovery of heterogeneous treatment effectiveness: A COVID-19 case study. J. Biomed. Informatics 130 (2022)
Rich Caruana, Harsha Nori
Why Data Scientists Prefer Glassbox Machine Learning: Algorithms, Differential Privacy, Editing and Bias Mitigation. KDD (2022)
Tomas M. Bosschieter, Zifei Xu, Hui Lan, Benjamin J. Lengerich, Harsha Nori, Kristin Sitcov, Vivienne Souter, Rich Caruana
Using Interpretable Machine Learning to Predict Maternal and Fetal Outcomes. CoRR (2022)
Rich Caruana, Benjamin J. Lengerich, Yindalon Aphinyanaphongs
Data-Driven Patterns in Protective Effects of Ibuprofen and Ketorolac on Hospitalized Covid-19 Patients. AMIA (2021)
Rishabh Agarwal, Levi Melnick, Nicholas Frosst, Xuezhou Zhang, Benjamin J. Lengerich, Rich Caruana, Geoffrey E. Hinton
Neural Additive Models: Interpretable Machine Learning with Neural Nets. NeurIPS (2021)
Zhi Chen, Sarah Tan, Harsha Nori, Kori Inkpen, Yin Lou, Rich Caruana
Using Explainable Boosting Machines (EBMs) to Detect Common Flaws in Data. PKDD/ECML Workshops (1) (2021)