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Picture for Mohammad Samragh

Unsupervised Information Obfuscation for Split Inference of Neural Networks


Apr 23, 2021
Mohammad Samragh, Hossein Hosseini, Aleksei Triastcyn, Kambiz Azarian, Joseph Soriaga, Farinaz Koushanfar


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CLEANN: Accelerated Trojan Shield for Embedded Neural Networks


Sep 04, 2020
Mojan Javaheripi, Mohammad Samragh, Gregory Fields, Tara Javidi, Farinaz Koushanfar


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GeneCAI: Genetic Evolution for Acquiring Compact AI


Apr 14, 2020
Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar


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ASCAI: Adaptive Sampling for acquiring Compact AI


Nov 15, 2019
Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar


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CodeX: Bit-Flexible Encoding for Streaming-based FPGA Acceleration of DNNs


Jan 17, 2019
Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar


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DeepFense: Online Accelerated Defense Against Adversarial Deep Learning


Aug 21, 2018
Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar

* Adding hardware acceleration for real-time execution of defender modules 

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RAPIDNN: In-Memory Deep Neural Network Acceleration Framework


Aug 09, 2018
Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, Tajana Rosing


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ReBNet: Residual Binarized Neural Network


Mar 27, 2018
Mohammad Ghasemzadeh, Mohammad Samragh, Farinaz Koushanfar

* To Appear In The 26th IEEE International Symposium on Field-Programmable Custom Computing Machines 

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