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Out-of-distribution and in-distribution posterior calibration using Kernel Density Polytopes



Jayanta Dey , Ashwin De Silva , Will LeVine , Jong M. Shin , Haoyin Xu , Ali Geisa , Tiffany Chu , Leyla Isik , Joshua T. Vogelstein


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Out-of-distribution Detection Using Kernel Density Polytopes



Jayanta Dey , Ashwin De Silva , Will LeVine , Jong M. Shin , Haoyin Xu , Ali Geisa , Tiffany Chu , Leyla Isik , Joshua T. Vogelstein


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Streaming Decision Trees and Forests



Haoyin Xu , Jayanta Dey , Sambit Panda , Joshua T. Vogelstein


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When are Deep Networks really better than Random Forests at small sample sizes?



Haoyin Xu , Michael Ainsworth , Yu-Chung Peng , Madi Kusmanov , Sambit Panda , Joshua T. Vogelstein


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