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GenoML: Automated Machine Learning for Genomics



Mary B. Makarious , Hampton L. Leonard , Dan Vitale , Hirotaka Iwaki , David Saffo , Lana Sargent , Anant Dadu , Eduardo Salmerón Castaño , John F. Carter , Melina Maleknia , Juan A. Botia , Cornelis Blauwendraat , Roy H. Campbell , Sayed Hadi Hashemi , Andrew B. Singleton , Mike A. Nalls , Faraz Faghri


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TicTac: Accelerating Distributed Deep Learning with Communication Scheduling



Sayed Hadi Hashemi , Sangeetha Abdu Jyothi , Roy H. Campbell


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Stochastic Variational Video Prediction



Mohammad Babaeizadeh , Chelsea Finn , Dumitru Erhan , Roy H. Campbell , Sergey Levine


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Toward Scalable Machine Learning and Data Mining: the Bioinformatics Case



Faraz Faghri , Sayed Hadi Hashemi , Mohammad Babaeizadeh , Mike A. Nalls , Saurabh Sinha , Roy H. Campbell


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Fast Generation for Convolutional Autoregressive Models



Prajit Ramachandran , Tom Le Paine , Pooya Khorrami , Mohammad Babaeizadeh , Shiyu Chang , Yang Zhang , Mark A. Hasegawa-Johnson , Roy H. Campbell , Thomas S. Huang

* Accepted at ICLR 2017 Workshop 

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NoiseOut: A Simple Way to Prune Neural Networks



Mohammad Babaeizadeh , Paris Smaragdis , Roy H. Campbell


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