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Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning


Jun 02, 2021
Hannah Kim, Girmaw Abebe Tadesse, Celia Cintas, Skyler Speakman, Kush Varshney

* Under review for 6th Outlier Detection & Description Workshop 

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Pattern Detection in the Activation Space for Identifying Synthesized Content


May 27, 2021
Celia Cintas, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III, Komminist Weldemariam

* The paper is under consideration at Pattern Recognition Letters 

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Towards creativity characterization of generative models via group-based subset scanning


Apr 01, 2021
Celia Cintas, Payel Das, Brian Quanz, Skyler Speakman, Victor Akinwande, Pin-Yu Chen

* Synthetic Data Generation Workshop at ICLR'21 

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Prediction of neonatal mortality in Sub-Saharan African countries using data-level linkage of multiple surveys


Nov 25, 2020
Girmaw Abebe Tadesse, Celia Cintas, Skyler Speakman, Komminist Weldemariam

* 3 pages 

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Identifying Audio Adversarial Examples via Anomalous Pattern Detection


Feb 13, 2020
Victor Akinwande, Celia Cintas, Skyler Speakman, Srihari Sridharan


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Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models


Aug 03, 2019
Daniel Omeiza, Skyler Speakman, Celia Cintas, Komminist Weldermariam

* Accepted in the Intelligent Systems Conference 2019 

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Subset Scanning Over Neural Network Activations


Oct 19, 2018
Skyler Speakman, Srihari Sridharan, Sekou Remy, Komminist Weldemariam, Edward McFowland


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