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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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Analyzing Bias in Sensitive Personal Information Used to Train Financial Models

Nov 09, 2019
Reginald Bryant, Celia Cintas, Isaac Wambugu, Andrew Kinai, Komminist Weldemariam

* 5 pages, 4 figures, IEEE Global Conference on Signal and Information Processing (GlobalSIP 2019) 

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Estimating Skin Tone and Effects on Classification Performance in Dermatology Datasets

Oct 29, 2019
Newton M. Kinyanjui, Timothy Odonga, Celia Cintas, Noel C. F. Codella, Rameswar Panda, Prasanna Sattigeri, Kush R. Varshney

* NeurIPS 2019 Workshop on Fair ML for Health 

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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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