Deep Learning Acceleration with Neuron-to-Memory Transformation
Imani, Mohsen, Samragh Razlighi, Mohammad, Kim, Yeseong, Gupta, Saransh, Koushanfar, Farinaz, Rosing, Tajana
Published in 2020 IEEE International Symposium on High Performance Computer Architecture (HPCA) (01.02.2020)
Published in 2020 IEEE International Symposium on High Performance Computer Architecture (HPCA) (01.02.2020)
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Conference Proceeding
SparseHD: Algorithm-Hardware Co-optimization for Efficient High-Dimensional Computing
Imani, Mohsen, Salamat, Sahand, Khaleghi, Behnam, Samragh, Mohammad, Koushanfar, Farinaz, Rosing, Tajana
Published in 2019 IEEE 27th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM) (01.04.2019)
Published in 2019 IEEE 27th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM) (01.04.2019)
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Conference Proceeding
LookNN: Neural network with no multiplication
Razlighi, Mohammad Samragh, Imani, Mohsen, Koushanfar, Farinaz, Rosing, Tajana
Published in Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 (01.03.2017)
Published in Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 (01.03.2017)
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Conference Proceeding
CleaNN: Accelerated Trojan Shield for Embedded Neural Networks
Javaheripi, Mojan, Samragh, Mohammad, Fields, Gregory, Javidi, Tara, Koushanfar, Farinaz
Published in 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (02.11.2020)
Published in 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (02.11.2020)
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Conference Proceeding
Improving Vision-Inspired Keyword Spotting Using Dynamic Module Skipping in Streaming Conformer Encoder
Bittar, Alexandre, Dixon, Paul, Samragh, Mohammad, Nishu, Kumari, Naik, Devang
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14.04.2024)
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14.04.2024)
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Conference Proceeding
Trojan Signatures in DNN Weights
Fields, Greg, Samragh, Mohammad, Javaheripi, Mojan, Koushanfar, Farinaz, Javidi, Tara
Published in 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01.10.2021)
Published in 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01.10.2021)
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Conference Proceeding
HEiMDaL: Highly Efficient Method for Detection and Localization of Wake-Words
Kundu, Arnav, Samragh, Mohammad, Cho, Minsik, Padmanabhan, Priyanka, Naik, Devang
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04.06.2023)
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04.06.2023)
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Conference Proceeding
ReBNet: Residual Binarized Neural Network
Ghasemzadeh, Mohammad, Samragh, Mohammad, Koushanfar, Farinaz
Published in 2018 IEEE 26th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM) (01.04.2018)
Published in 2018 IEEE 26th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM) (01.04.2018)
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Conference Proceeding
DeepFense: Online Accelerated Defense Against Adversarial Deep Learning
Rouhani, Bita Darvish, Samragh, Mohammad, Javaheripi, Mojan, Javidi, Tara, Koushanfar, Farinaz
Published in 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (01.11.2018)
Published in 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (01.11.2018)
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Conference Proceeding
I See What You Hear: A Vision-Inspired Method to Localize Words
Samragh, Mohammad, Kundu, Arnav, Hu, Ting-Yao, Chadha, Aman, Srivastava, Ashish, Cho, Minsik, Tuzel, Oncel, Naik, Devang
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04.06.2023)
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04.06.2023)
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Conference Proceeding
Peeking Into the Black Box: A Tutorial on Automated Design Optimization and Parameter Search
Javaheripi, Mojan, Samragh, Mohammad, Koushanfar, Farinaz
Published in IEEE solid state circuits magazine (01.01.2019)
Published in IEEE solid state circuits magazine (01.01.2019)
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Journal Article
Weight subcloning: direct initialization of transformers using larger pretrained ones
Samragh, Mohammad, Farajtabar, Mehrdad, Mehta, Sachin, Vemulapalli, Raviteja, Faghri, Fartash, Naik, Devang, Tuzel, Oncel, Rastegari, Mohammad
Year of Publication 14.12.2023
Year of Publication 14.12.2023
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Journal Article
Scaling Smart: Accelerating Large Language Model Pre-training with Small Model Initialization
Samragh, Mohammad, Mirzadeh, Iman, Vahid, Keivan Alizadeh, Faghri, Fartash, Cho, Minsik, Nabi, Moin, Naik, Devang, Farajtabar, Mehrdad
Year of Publication 19.09.2024
Year of Publication 19.09.2024
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Journal Article
Improving vision-inspired keyword spotting using dynamic module skipping in streaming conformer encoder
Bittar, Alexandre, Dixon, Paul, Samragh, Mohammad, Kumari Nishu, Naik, Devang
Published in arXiv.org (31.08.2023)
Published in arXiv.org (31.08.2023)
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Paper
Journal Article