Exact Sampling with Integer Linear Programs and Random Perturbations. - Carolyn Kim; Ashish Sabharwal; Stefano Ermon (AAAI, 2016)

Interpreting Blackbox Models via Model Extraction. - Osbert Bastani; Carolyn Kim; Hamsa Bastani (CoRR, 2017)

Interpretability via Model Extraction. - Osbert Bastani; Carolyn Kim; Hamsa Bastani (CoRR, 2017)

Learning Interpretable Models with Causal Guarantees. - Carolyn Kim; Osbert Bastani (CoRR, 2019)

Recommendation on a Budget: Column Space Recovery from Partially Observed Entries with Random or Active Sampling. - Carolyn Kim; Mohsen Bayati (AISTATS, 2020)

Matrix estimation with adaptive samples. - Carolyn Kim (2020)