| 2022 | AISTATS | Variance Minimization in the Wasserstein Space for Invariant Causal Prediction. | Guillaume G. Martinet, Alexander Strzalkowski, Barbara E. Engelhardt |
| 2021 | AISTATS | Latent variable modeling with random features. | Gregory W. Gundersen, Michael Minyi Zhang, Barbara E. Engelhardt |
| 2021 | UAI | Active multi-fidelity Bayesian online changepoint detection. | Gregory W. Gundersen, Diana Cai, Chuteng Zhou, Barbara E. Engelhardt, Ryan P. Adams |
| 2020 | AISTATS | Patient-Specific Effects of Medication Using Latent Force Models with Gaussian Processes. | Li-Fang Cheng, Bianca Dumitrascu, Michael Minyi Zhang, Corey Chivers, Michael Draugelis, Kai Li, Barbara E. Engelhardt |
| 2019 | PSB | An Optimal Policy for Patient Laboratory Tests in Intensive Care Units. | Li-Fang Cheng, Niranjani Prasad, Barbara E. Engelhardt |
| 2019 | RECOMB | netNMF-sc: A Network Regularization Algorithm for Dimensionality Reduction and Imputation of Single-Cell Expression Data. | Rebecca Elyanow, Bianca Dumitrascu, Barbara E. Engelhardt, Benjamin J. Raphael |
| 2019 | UAI | End-to-end Training of Deep Probabilistic CCA on Paired Biomedical Observations. | Gregory W. Gundersen, Bianca Dumitrascu, Jordan T. Ash, Barbara E. Engelhardt |
| 2018 | RecSys | How algorithmic confounding in recommendation systems increases homogeneity and decreases utility. | Allison June-Barlow Chaney, Brandon M. Stewart, Barbara E. Engelhardt |
| 2017 | AISTATS | Dynamic Collaborative Filtering With Compound Poisson Factorization. | Ghassen Jerfel, Mehmet Emin Basbug, Barbara E. Engelhardt |
| 2017 | UAI | A Reinforcement Learning Approach to Weaning of Mechanical Ventilation in Intensive Care Units. | Niranjani Prasad, Li-Fang Cheng, Corey Chivers, Michael Draugelis, Barbara E. Engelhardt |
| 2016 | ICML | Hierarchical Compound Poisson Factorization. | Mehmet Emin Basbug, Barbara E. Engelhardt |
| 2006 | ICML | A graphical model for predicting protein molecular function. | Barbara E. Engelhardt, Michael I. Jordan, Steven E. Brenner |
| 2001 | IAAI | The RadarSAT-MAMM Automated Mission Planner. | Benjamin D. Smith, Barbara E. Engelhardt, Darren H. Mutz |