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PAC Confidence Predictions for Deep Neural Network Classifiers


Nov 09, 2020
Sangdon Park, Shuo Li, Osbert Bastani, Insup Lee


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Calibrated Prediction with Covariate Shift via Unsupervised Domain Adaptation


Feb 29, 2020
Sangdon Park, Osbert Bastani, James Weimer, Insup Lee

* Accepted to AISTATS 2020 

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VisionGuard: Runtime Detection of Adversarial Inputs to Perception Systems


Feb 23, 2020
Yiannis Kantaros, Taylor Carpenter, Sangdon Park, Radoslav Ivanov, Sooyong Jang, Insup Lee, James Weimer


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PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction


Feb 15, 2020
Sangdon Park, Osbert Bastani, Nikolai Matni, Insup Lee

* Accepted to ICLR 2020 

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Resilient Linear Classification: An Approach to Deal with Attacks on Training Data


Aug 15, 2017
Sangdon Park, James Weimer, Insup Lee

* Accepted as a conference paper at ICCPS17 

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