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Learning Diverse Latent Representations for Improving the Resilience to Adversarial Attacks

Jul 12, 2020
Ali Mirzaeian, Mohammad Sabokrou, Mohammad Khalooei, Jana Kosecka, Houman Homayoun, Tinoosh Mohsening, Avesta Sasan

* paper need to be majorly revised 

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Cluster-Based Partitioning of Convolutional Neural Networks, A Solution for Computational Energy and Complexity Reduction

Jul 12, 2020
Ali Mirzaeian, Masoud Pourreza, Mohammad Sabokrou, Ashkan Vakil$, Tinoosh Mohsenin, Houman Homayoun, Avesta Sasan

* paper need to be majorly revised 

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Deep Multi-attributed Graph Translation with Node-Edge Co-evolution

Mar 22, 2020
Xiaojie Guo, Liang Zhao, Cameron Nowzari, Setareh Rafatirad, Houman Homayoun, Sai Manoj Pudukotai Dinakarrao

* International Conference on Data Mining (ICDM), Beijing, China, 2019, pp. 250-259 
* This paper has been accepted by International Conference on Data Mining (ICDM), Beijing, China, 2019 

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Code-Bridged Classifier (CBC): A Low or Negative Overhead Defense for Making a CNN Classifier Robust Against Adversarial Attacks

Jan 16, 2020
Farnaz Behnia, Ali Mirzaeian, Mohammad Sabokrou, Sai Manoj, Tinoosh Mohsenin, Khaled N. Khasawneh, Liang Zhao, Houman Homayoun, Avesta Sasan

* 6 pages, Accepted and to appear in ISQED 2020 

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TCD-NPE: A Re-configurable and Efficient Neural Processing Engine, Powered by Novel Temporal-Carry-deferring MACs

Oct 14, 2019
Ali Mirzaeian, Houman Homayoun, Avesta Sasan


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NESTA: Hamming Weight Compression-Based Neural Proc. Engine

Oct 01, 2019
Ali Mirzaeian, Houman Homayoun, Avesta Sasan


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DynGraph2Seq: Dynamic-Graph-to-Sequence Interpretable Learning for Health Stage Prediction in Online Health Forums

Aug 22, 2019
Yuyang Gao, Lingfei Wu, Houman Homayoun, Liang Zhao

* 6 pages. Accepted as ICDM 2019 Short Paper. Final Version 

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Pyramid: Machine Learning Framework to Estimate the Optimal Timing and Resource Usage of a High-Level Synthesis Design

Jul 29, 2019
Hosein Mohammadi Makrani, Farnoud Farahmand, Hossein Sayadi, Sara Bondi, Sai Manoj Pudukotai Dinakarrao, Liang Zhao, Avesta Sasan, Houman Homayoun, Setareh Rafatirad

* This paper has been accepted in The International Conference on Field-Programmable Logic and Applications 2019 (FPL'19) 

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Resource-Efficient Wearable Computing for Real-Time Reconfigurable Machine Learning: A Cascading Binary Classification

Jul 07, 2019
Mahdi Pedram, Seyed Ali Rokni, Marjan Nourollahi, Houman Homayoun, Hassan Ghasemzadeh

* The 16th IEEE International Conference on Wearable and Implantable Body Sensor Networks, 19-22 May, 2019 

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Estimating the Circuit Deobfuscating Runtime based on Graph Deep Learning

Feb 14, 2019
Zhiqian Chen, Gaurav Kolhe, Setareh Rafatirad, Sai Manoj P. D., Houman Homayoun, Liang Zhao, Chang-Tien Lu


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