Mohammad Samragh

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 36

Top Topics

Binary Representation

Keyword Spotting

Top Venues

ACM Trans. Embed. Comput. Syst.

Publications

Xinqiao Zhang, Mohammad Samragh, Siam U. Hussain, Ke Huang, Farinaz Koushanfar
Scalable Binary Neural Network Applications in Oblivious Inference. ACM Trans. Embed. Comput. Syst. 23 (3) (2024)
Alexandre Bittar, Paul Dixon, Mohammad Samragh, Kumari Nishu, Devang Naik
Improving Vision-Inspired Keyword Spotting Using Dynamic Module Skipping in Streaming Conformer Encoder. ICASSP (2024)
Alexandre Bittar, Paul Dixon, Mohammad Samragh, Kumari Nishu, Devang Naik
Improving vision-inspired keyword spotting using dynamic module skipping in streaming conformer encoder. CoRR (2023)
Arnav Kundu, Mohammad Samragh, Minsik Cho, Priyanka Padmanabhan, Devang Naik
HEiMDaL: Highly Efficient Method for Detection and Localization of Wake-Words. ICASSP (2023)
Mohammad Samragh, Arnav Kundu, Ting-Yao Hu, Aman Chadha, Ashish Srivastava, Minsik Cho, Oncel Tuzel, Devang Naik
I See What You Hear: A Vision-Inspired Method to Localize Words. ICASSP (2023)
Mohammad Samragh, Mehrdad Farajtabar, Sachin Mehta, Raviteja Vemulapalli, Fartash Faghri, Devang Naik, Oncel Tuzel, Mohammad Rastegari
Weight subcloning: direct initialization of transformers using larger pretrained ones. CoRR (2023)
Mohammad Samragh, Arnav Kundu, Ting-Yao Hu, Minsik Cho, Aman Chadha, Ashish Shrivastava, Oncel Tuzel, Devang Naik
I see what you hear: a vision-inspired method to localize words. CoRR (2022)
Mojan Javaheripi, Mohammad Samragh, Farinaz Koushanfar
AutoRank: Automated Rank Selection for Effective Neural Network Customization. IEEE J. Emerg. Sel. Topics Circuits Syst. 11 (4) (2021)
Mohammad Samragh, Siam U. Hussain, Xinqiao Zhang, Ke Huang, Farinaz Koushanfar
On the Application of Binary Neural Networks in Oblivious Inference. CVPR Workshops (2021)
Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi, Farinaz Koushanfar
Hardware/Algorithm Codesign for Adversarially Robust Deep Learning. IEEE Des. Test 38 (3) (2021)
Gregory Fields, Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar, Tara Javidi
Trojan Signatures in DNN Weights. CoRR (2021)
Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi, Farinaz Koushanfar
CuRTAIL: ChaRacterizing and Thwarting AdversarIal Deep Learning. IEEE Trans. Dependable Secur. Comput. 18 (2) (2021)
Gregory Fields, Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar, Tara Javidi
Trojan Signatures in DNN Weights. ICCVW (2021)
Siam Umar Hussain, Mojan Javaheripi, Mohammad Samragh, Farinaz Koushanfar
COINN: Crypto/ML Codesign for Oblivious Inference via Neural Networks. CCS (2021)
Mohammad Samragh, Hossein Hosseini, Aleksei Triastcyn, Kambiz Azarian, Joseph Soriaga, Farinaz Koushanfar
Unsupervised Information Obfuscation for Split Inference of Neural Networks. CoRR (2021)
Mojan Javaheripi, Mohammad Samragh, Gregory Fields, Tara Javidi, Farinaz Koushanfar
CLEANN: Accelerated Trojan Shield for Embedded Neural Networks. CoRR (2020)
Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
GeneCAI: genetic evolution for acquiring compact AI. GECCO (2020)
Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
AdaNS: Adaptive Non-Uniform Sampling for Automated Design of Compact DNNs. IEEE J. Sel. Top. Signal Process. 14 (4) (2020)
Mojan Javaheripi, Mohammad Samragh, Gregory Fields, Tara Javidi, Farinaz Koushanfar
CleaNN: Accelerated Trojan Shield for Embedded Neural Networks. ICCAD (2020)
Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
GeneCAI: Genetic Evolution for Acquiring Compact AI. CoRR (2020)
Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar
EncoDeep: Realizing Bit-flexible Encoding for Deep Neural Networks. ACM Trans. Embed. Comput. Syst. 19 (6) (2020)
Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
ASCAI: Adaptive Sampling for acquiring Compact AI. CoRR (2019)
Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar
CodeX: Bit-Flexible Encoding for Streaming-based FPGA Acceleration of DNNs. CoRR (2019)
M. Sadegh Riazi, Mohammad Samragh, Hao Chen, Kim Laine, Kristin E. Lauter, Farinaz Koushanfar
XONN: XNOR-based Oblivious Deep Neural Network Inference. USENIX Security Symposium (2019)
Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
Safe Machine Learning and Defeating Adversarial Attacks. IEEE Secur. Priv. 17 (2) (2019)
M. Sadegh Riazi, Mohammad Samragh, Hao Chen, Kim Laine, Kristin E. Lauter, Farinaz Koushanfar
XONN: XNOR-based Oblivious Deep Neural Network Inference. IACR Cryptol. ePrint Arch. 2019 (2019)
M. Sadegh Riazi, Mohammad Samragh, Hao Chen, Kim Laine, Kristin E. Lauter, Farinaz Koushanfar
XONN: XNOR-based Oblivious Deep Neural Network Inference. CoRR (2019)
Mohsen Imani, Sahand Salamat, Behnam Khaleghi, Mohammad Samragh, Farinaz Koushanfar, Tajana Rosing
SparseHD: Algorithm-Hardware Co-optimization for Efficient High-Dimensional Computing. FCCM (2019)
Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar
Assured deep learning: practical defense against adversarial attacks. ICCAD (2018)
Mohsen Imani, Mohammad Samragh, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, Tajana Rosing
RAPIDNN: In-Memory Deep Neural Network Acceleration Framework. CoRR (2018)
Mohammad Ghasemzadeh, Mohammad Samragh, Farinaz Koushanfar
ReBNet: Residual Binarized Neural Network. FCCM (2018)
Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar
DeepFense: online accelerated defense against adversarial deep learning. ICCAD (2018)
M. Sadegh Riazi, Mohammad Samragh, Farinaz Koushanfar
CAMsure: Secure Content-Addressable Memory for Approximate Search. ACM Trans. Embed. Comput. Syst. 16 (5s) (2017)
Mohammad Samragh, Mohammad Ghasemzadeh, Farinaz Koushanfar
Customizing Neural Networks for Efficient FPGA Implementation. FCCM (2017)
Mohammad Ghasemzadeh, Mohammad Samragh, Farinaz Koushanfar
ResBinNet: Residual Binary Neural Network. CoRR (2017)
Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
CuRTAIL: ChaRacterizing and Thwarting AdversarIal deep Learning. CoRR (2017)