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Mohammad Samragh
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{XONN}:{XNOR-based} Oblivious Deep Neural Network Inference
MS Riazi, M Samragh, H Chen, K Laine, K Lauter, F Koushanfar
28th USENIX Security Symposium (USENIX Security 19), 1501-1518, 2019
1922019
ReBNet: Residual binarized neural network
M Ghasemzadeh, M Samragh, F Koushanfar
2018 IEEE 26th annual international symposium on field-programmable custom …, 2018
1002018
Looknn: Neural network with no multiplication
MS Razlighi, M Imani, F Koushanfar, T Rosing
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 …, 2017
942017
Deep learning acceleration with neuron-to-memory transformation
M Imani, MS Razlighi, Y Kim, S Gupta, F Koushanfar, T Rosing
2020 IEEE international symposium on high performance computer architecture …, 2020
70*2020
Deepfense: Online accelerated defense against adversarial deep learning
BD Rouhani, M Samragh, M Javaheripi, T Javidi, F Koushanfar
2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2018
56*2018
Customizing Neural Networks for Efficient FPGA Implementation
M Samragh, M Ghasemzadeh, F Koushanfar
International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2017
492017
Safe machine learning and defeating adversarial attacks
BD Rouani, M Samragh, T Javidi, F Koushanfar
IEEE Security & Privacy 17 (2), 31-38, 2019
422019
Sparsehd: Algorithm-hardware co-optimization for efficient high-dimensional computing
M Imani, S Salamat, B Khaleghi, M Samragh, F Koushanfar, T Rosing
2019 IEEE 27th Annual International Symposium on Field-Programmable Custom …, 2019
392019
Encodeep: Realizing bit-flexible encoding for deep neural networks
M Samragh, M Javaheripi, F Koushanfar
ACM Transactions on Embedded Computing Systems (TECS) 19 (6), 1-29, 2020
29*2020
Cleann: Accelerated trojan shield for embedded neural networks
M Javaheripi, M Samragh, G Fields, T Javidi, F Koushanfar
2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-9, 2020
212020
Camsure: Secure content-addressable memory for approximate search
MS Riazi, M Samragh, F Koushanfar
ACM Transactions on Embedded Computing Systems (TECS) 16 (5s), 1-20, 2017
152017
GeneCAI: genetic evolution for acquiring compact AI
M Javaheripi, M Samragh, T Javidi, F Koushanfar
Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 350-358, 2020
102020
Peeking into the black box: A tutorial on automated design optimization and parameter search
M Javaheripi, M Samragh, F Koushanfar
IEEE Solid-State Circuits Magazine 11 (4), 23-28, 2019
72019
AutoRank: Automated Rank Selection for Effective Neural Network Customization
M Samragh, M Javaheripi, F Koushanfar
72019
Curtail: Characterizing and thwarting adversarial deep learning
M Javaheripi, M Samragh, BD Rouhani, T Javidi, F Koushanfar
IEEE Transactions on Dependable and Secure Computing 18 (2), 736-752, 2020
62020
Unsupervised information obfuscation for split inference of neural networks
M Samragh, H Hosseini, A Triastcyn, K Azarian, J Soriaga, F Koushanfar
arXiv preprint arXiv:2104.11413, 2021
52021
COINN: Crypto/ML Codesign for Oblivious Inference via Neural Networks
SU Hussain, M Javaheripi, M Samragh, F Koushanfar
Proceedings of the 2021 ACM SIGSAC Conference on Computer and Communications …, 2021
42021
AdaNS: Adaptive Non-Uniform Sampling for Automated Design of Compact DNNs
M Javaheripi, M Samragh, T Javidi, F Koushanfar
IEEE Journal of Selected Topics in Signal Processing 14 (4), 750-764, 2020
42020
On the application of binary neural networks in oblivious inference
M Samragh, S Hussain, X Zhang, K Huang, F Koushanfar
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
32021
Trojan Signatures in DNN Weights
G Fields, M Samragh, M Javaheripi, F Koushanfar, T Javidi
Proceedings of the IEEE/CVF International Conference on Computer Vision, 12-20, 2021
22021
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