Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector. - Sumedha Singla; Mingming Gong; Siamak Ravanbakhsh; Frank C. Sciurba; Barnabás Póczos; Kayhan N. Batmanghelich (MICCAI (1), 2018)

Explanation by Progressive Exaggeration. - Sumedha Singla; Brian Pollack; Junxiang Chen; Kayhan Batmanghelich (ICLR, 2020)

Self-supervised Vessel Enhancement Using Flow-Based Consistencies. - Rohit Jena; Sumedha Singla; Kayhan Batmanghelich (MICCAI (2), 2021)

Using Causal Analysis for Conceptual Deep Learning Explanation. - Sumedha Singla; Stephen Wallace; Sofia Triantafillou; Kayhan Batmanghelich (MICCAI (3), 2021)

Incorporating External Information in Tissue Subtyping: A Topic Modeling Approach. - Ardavan Saeedi; Payman Yadollahpour; Sumedha Singla; Brian Pollack; William M. Wells III; Frank C. Sciurba; Kayhan Batmanghelich (MLHC, 2021)

Explaining the Black-box Smoothly- A Counterfactual Approach. - Sumedha Singla; Brian Pollack; Stephen Wallace; Kayhan Batmanghelich (CoRR, 2021)

Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual Explanation. - Sumedha Singla (CoRR, 2022)

Augmentation by Counterfactual Explanation -Fixing an Overconfident Classifier. - Sumedha Singla; Nihal Murali; Forough Arabshahi; Sofia Triantafyllou; Kayhan Batmanghelich (WACV, 2023)

Explaining the black-box smoothly - A counterfactual approach. - Sumedha Singla; Motahhare Eslami; Brian Pollack; Stephen Wallace; Kayhan Batmanghelich (Medical Image Anal., 2023)