Mohammad Samragh Razlighi

According to our database, Mohammad Samragh Razlighi authored at least 34 papers between 2017 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Scalable Binary Neural Network Applications in Oblivious Inference.

Xinqiao Zhang, Mohammad Samragh, Siam U. Hussain, Ke Huang, Farinaz Koushanfar

ACM Trans. Embed. Comput. Syst., May, 2024

Scaling Smart: Accelerating Large Language Model Pre-training with Small Model Initialization.

Mohammad Samragh, Seyed-Iman Mirzadeh, Keivan Alizadeh-Vahid, Fartash Faghri, Minsik Cho, Moin Nabi, Devang Naik, Mehrdad Farajtabar

CoRR, 2024

Improving Vision-Inspired Keyword Spotting Using Dynamic Module Skipping in Streaming Conformer Encoder.

Alexandre Bittar, Paul Dixon, Mohammad Samragh, Kumari Nishu, Devang Naik

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

Weight subcloning: direct initialization of transformers using larger pretrained ones.

Mohammad Samragh, Mehrdad Farajtabar, Sachin Mehta, Raviteja Vemulapalli, Fartash Faghri, Devang Naik, Oncel Tuzel, Mohammad Rastegari

CoRR, 2023

I See What You Hear: A Vision-Inspired Method to Localize Words.

Mohammad Samragh, Arnav Kundu, Ting-Yao Hu, Aman Chadha, Ashish Srivastava, Minsik Cho, Oncel Tuzel, Devang Naik

Proceedings of the IEEE International Conference on Acoustics, 2023

HEiMDaL: Highly Efficient Method for Detection and Localization of Wake-Words.

Arnav Kundu, Mohammad Samragh, Minsik Cho, Priyanka Padmanabhan, Devang Naik

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

I see what you hear: a vision-inspired method to localize words.

Mohammad Samragh, Arnav Kundu, Ting-Yao Hu, Minsik Cho, Aman Chadha, Ashish Shrivastava, Oncel Tuzel, Devang Naik

CoRR, 2022

2021

End-to-end Customization of Efficient, Private, and Robust Neural Networks

Mohammad Samragh Razlighi

PhD thesis, 2021

CuRTAIL: ChaRacterizing and Thwarting AdversarIal Deep Learning.

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

IEEE Trans. Dependable Secur. Comput., 2021

AutoRank: Automated Rank Selection for Effective Neural Network Customization.

Mojan Javaheripi, Mohammad Samragh, Farinaz Koushanfar

IEEE J. Emerg. Sel. Topics Circuits Syst., 2021

Hardware/Algorithm Codesign for Adversarially Robust Deep Learning.

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

IEEE Des. Test, 2021

Unsupervised Information Obfuscation for Split Inference of Neural Networks.

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

CoRR, 2021

Trojan Signatures in DNN Weights.

Greg Fields, Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar, Tara Javidi

Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

On the Application of Binary Neural Networks in Oblivious Inference.

Mohammad Samragh, Siam U. Hussain, Xinqiao Zhang, Ke Huang, Farinaz Koushanfar

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

COINN: Crypto/ML Codesign for Oblivious Inference via Neural Networks.

Siam Umar Hussain, Mojan Javaheripi, Mohammad Samragh, Farinaz Koushanfar

Proceedings of the CCS '21: 2021 ACM SIGSAC Conference on Computer and Communications Security, Virtual Event, Republic of Korea, November 15, 2021

2020

EncoDeep: Realizing Bit-flexible Encoding for Deep Neural Networks.

Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar

ACM Trans. Embed. Comput. Syst., 2020

AdaNS: Adaptive Non-Uniform Sampling for Automated Design of Compact DNNs.

Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar

IEEE J. Sel. Top. Signal Process., 2020

CleaNN: Accelerated Trojan Shield for Embedded Neural Networks.

Mojan Javaheripi, Mohammad Samragh, Gregory Fields, Tara Javidi, Farinaz Koushanfar

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2020

Deep Learning Acceleration with Neuron-to-Memory Transformation.

Mohsen Imani, Mohammad Samragh Razlighi, Yeseong Kim, Saransh Gupta, Farinaz Koushanfar, Tajana Rosing

Proceedings of the IEEE International Symposium on High Performance Computer Architecture, 2020

GeneCAI: genetic evolution for acquiring compact AI.

Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar

Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

2019

Safe Machine Learning and Defeating Adversarial Attacks.

Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar

IEEE Secur. Priv., 2019

XONN: XNOR-based Oblivious Deep Neural Network Inference.

M. Sadegh Riazi, Mohammad Samragh, Hao Chen, Kim Laine, Kristin E. Lauter, Farinaz Koushanfar

IACR Cryptol. ePrint Arch., 2019

ASCAI: Adaptive Sampling for acquiring Compact AI.

Mojan Javaheripi, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar

CoRR, 2019

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

Mohammad Samragh, Mojan Javaheripi, Farinaz Koushanfar

CoRR, 2019

SparseHD: Algorithm-Hardware Co-optimization for Efficient High-Dimensional Computing.

Mohsen Imani, Sahand Salamat, Behnam Khaleghi, Mohammad Samragh, Farinaz Koushanfar, Tajana Rosing

Proceedings of the 27th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2019

2018

RAPIDNN: In-Memory Deep Neural Network Acceleration Framework.

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

CoRR, 2018

DeepFense: online accelerated defense against adversarial deep learning.

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

Proceedings of the International Conference on Computer-Aided Design, 2018

Assured deep learning: practical defense against adversarial attacks.

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

Proceedings of the International Conference on Computer-Aided Design, 2018

ReBNet: Residual Binarized Neural Network.

Mohammad Ghasemzadeh, Mohammad Samragh, Farinaz Koushanfar

Proceedings of the 26th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2018

2017

CAMsure: Secure Content-Addressable Memory for Approximate Search.

M. Sadegh Riazi, Mohammad Samragh, Farinaz Koushanfar

ACM Trans. Embed. Comput. Syst., 2017

ResBinNet: Residual Binary Neural Network.

Mohammad Ghasemzadeh, Mohammad Samragh, Farinaz Koushanfar

CoRR, 2017

CuRTAIL: ChaRacterizing and Thwarting AdversarIal deep Learning.

Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar

CoRR, 2017

Customizing Neural Networks for Efficient FPGA Implementation.

Mohammad Samragh, Mohammad Ghasemzadeh, Farinaz Koushanfar

Proceedings of the 25th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2017

LookNN: Neural network with no multiplication.

Mohammad Samragh Razlighi, Mohsen Imani, Farinaz Koushanfar, Tajana Rosing

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2017