Automated Optimization of Deep Neural Networks: Dynamic Bit-Width and Layer-Width Selection via Cluster-Based Parzen Estimation
Azizi, Seyedarmin, Nazemi, Mahdi, Fayyazi, Arash, Pedram, Massoud
Published in 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) (25.03.2024)
Published in 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) (25.03.2024)
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Conference Proceeding
A Logic Verification Framework for SFQ and AQFP Superconducting Circuits
Fayyazi, Arash, Munir, Mustafa, Gopikanna, Aswin, Nazarian, Shahin, Pedram, Massoud
Published in IEEE transactions on applied superconductivity (01.12.2021)
Published in IEEE transactions on applied superconductivity (01.12.2021)
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Journal Article
Deep Learning-Based Circuit Recognition Using Sparse Mapping and Level-Dependent Decaying Sum Circuit Representations
Fayyazi, Arash, Shababi, Soheil, Nuzzo, Pierluigi, Nazarian, Shahin, Pedram, Massoud
Published in 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.03.2019)
Published in 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.03.2019)
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Conference Proceeding
qCG: A Low-Power Multi-Domain SFQ Logic Design and Verification Framework
Nazarian, Shahin, Fayyazi, Arash, Pedram, Massoud
Published in 2019 IEEE 37th International Conference on Computer Design (ICCD) (01.11.2019)
Published in 2019 IEEE 37th International Conference on Computer Design (ICCD) (01.11.2019)
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Conference Proceeding
An Ultra Low-Power Memristive Neuromorphic Circuit for Internet of Things Smart Sensors
Fayyazi, Arash, Ansari, Mohammad, Kamal, Mehdi, Afzali-Kusha, Ali, Pedram, Massoud
Published in IEEE internet of things journal (01.04.2018)
Published in IEEE internet of things journal (01.04.2018)
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Journal Article
SynergicLearning: Neural Network-Based Feature Extraction for Highly-Accurate Hyperdimensional Learning
Nazemi, Mahdi, Esmaili, Amirhossein, Fayyazi, Arash, Pedram, Massoud
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
PHAX: Physical Characteristics Aware Ex-Situ Training Framework for Inverter-Based Memristive Neuromorphic Circuits
Ansari, Mohammad, Fayyazi, Arash, Banagozar, Ali, Maleki, Mohammad Ali, Kamal, Mehdi, Afzali-Kusha, Ali, Pedram, Massoud
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.08.2018)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.08.2018)
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Journal Article
SystemVerilog Modeling of SFQ and AQFP Circuits
Tadros, Ramy N., Fayyazi, Arash, Pedram, Massoud, Beerel, Peter A.
Published in IEEE transactions on applied superconductivity (01.03.2020)
Published in IEEE transactions on applied superconductivity (01.03.2020)
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Journal Article
ESPRESSO-GPU: Blazingly Fast Two-Level Logic Minimization
Kanakia, Hitarth, Nazemi, Mahdi, Fayyazi, Arash, Pedram, Massoud
Published in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.02.2021)
Published in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.02.2021)
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Conference Proceeding
Algorithms and Hardware for Efficient Processing of Logic-based Neural Networks
Hong, Jingkai, Fayyazi, Arash, Esmaili, Amirhossein, Nazemi, Mahdi, Pedram, Massoud
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
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Conference Proceeding
Results from the ColdFlux Superconductor Integrated Circuit Design Tool Project
Fourie, Coenrad J., Jackman, Kyle, Delport, Johannes, Schindler, Lieze, Hall, Tessa, Febvre, Pascal, Iwanikow, Lucas, Chen, Olivia, Ayala, Christopher L., Yoshikawa, Nobuyuki, Law, Mark, Weingartner, Thomas A., Wang, Yanzhi, Beerel, Peter, Gupta, Sandeep, Zha, Haipeng, Razmkhah, Sasan, Karamuftuoglu, Mustafa Altay, Pedram, Massoud
Published in IEEE transactions on applied superconductivity (01.11.2023)
Published in IEEE transactions on applied superconductivity (01.11.2023)
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Journal Article
SEERAD: A high speed yet energy-efficient rounding-based approximate divider
Zendegani, Reza, Kamal, Mehdi, Fayyazi, Arash, Afzali-Kusha, Ali, Safari, Saeed, Pedram, Massoud
Published in 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.03.2016)
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Published in 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.03.2016)
Conference Proceeding
Journal Article
CHOSEN: Compilation to Hardware Optimization Stack for Efficient Vision Transformer Inference
Sadeghi, Mohammad Erfan, Fayyazi, Arash, Somashekar, Suhas, Pedram, Massoud
Year of Publication 17.07.2024
Year of Publication 17.07.2024
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Journal Article
PEANO-ViT: Power-Efficient Approximations of Non-Linearities in Vision Transformers
Sadeghi, Mohammad Erfan, Fayyazi, Arash, Azizi, Seyedarmin, Massoud Pedram
Published in arXiv.org (16.08.2024)
Published in arXiv.org (16.08.2024)
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Paper
Journal Article
Training-Free Acceleration of ViTs with Delayed Spatial Merging
Heo, Jung Hwan, Azizi, Seyedarmin, Fayyazi, Arash, Massoud Pedram
Published in arXiv.org (01.07.2024)
Published in arXiv.org (01.07.2024)
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Paper
Journal Article