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Using Causal Analysis for Conceptual Deep Learning Explanation


Jul 10, 2021
Sumedha Singla, Stephen Wallace, Sofia Triantafillou, Kayhan Batmanghelich

* 10 pages, 6 figures 

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Self-Supervised Vessel Enhancement Using Flow-Based Consistencies


Jan 13, 2021
Rohit Jena, Sumedha Singla, Kayhan Batmanghelich


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Explaining the Black-box Smoothly- A Counterfactual Approach


Jan 11, 2021
Sumedha Singla, Brian Pollack, Stephen Wallace, Kayhan Batmanghelich

* Under review for a journal 

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Explanation by Progressive Exaggeration


Nov 05, 2019
Sumedha Singla, Brian Pollack, Junxiang Chen, Kayhan Batmanghelich


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Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector


Jun 28, 2018
Sumedha Singla, Mingming Gong, Siamak Ravanbakhsh, Frank Sciurba, Barnabas Poczos, Kayhan N. Batmanghelich

* MICCAI 2018 

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