Mohammadreza Tayaranian Hosseini

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Brett H MeyerAssociate Professor of ECE, McGill UniversityVerified email at mcgill.ca
Warren GrossProfessor of Electrical and Computer Engineering, McGill UniversityVerified email at mcgill.ca
James ClarkProfessor of Electrical and Computer Engineering, McGill University, REPARTIVerified email at cim.mcgill.ca
Danilo VuceticPhD student at MILA, University of MontrealVerified email at mila.quebec
Marzieh S. TahaeiResearch ScientistVerified email at mail.mcgill.ca
Alireza GhaffariCerebras Systems and McGill UniversityVerified email at cerebras.net
Masoud AsgharianProfessor, Dept of Math & Stat, McGill UniversityVerified email at mcgill.ca
Vahid Partovi NiaHuawei Noah's Ark Lab and Ecole Polytechnique de MontrealVerified email at polymtl.ca
Mehdi RezagholizadehPrincipal Research Scientist, Noah's Ark Lab, Huawei TechnologiesVerified email at mail.mcgill.ca

Mohammadreza Tayaranian Hosseini

McGill University

Verified email at mail.mcgill.ca - Homepage

Model Compression Efficient Fine-tuning


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Skippynn: An embedded stochastic-computing accelerator for convolutional neural networks R Hojabr, K Givaki, SMR Tayaranian, P Esfahanian, A Khonsari, ... Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019	54	2019
Efficient Fine-Tuning of BERT Models on the Edge D Vucetic, M Tayaranian, M Ziaeefard, JJ Clark, BH Meyer, WJ Gross 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 1838-1842, 2022	34	2022
On the Resilience of Deep Learning for Reduced-voltage FPGAs K Givaki, B Salami, R Hojabr, SMR Tayaranian, A Khonsari, D Rahmati, ... 2020 28th Euromicro International Conference on Parallel, Distributed and …, 2020	21	2020
Is Integer Arithmetic Enough for Deep Learning Training? A Ghaffari, MS Tahaei, M Tayaranian, M Asgharian, V Partovi Nia Advances in Neural Information Processing Systems 35, 27402-27413, 2022	14	2022
Towards Fine-tuning Pre-trained Language Models with Integer Forward and Backward Propagation MT Hosseini, A Ghaffari, MS Tahaei, M Rezagholizadeh, M Asgharian, ... Findings of the Association for Computational Linguistics: EACL 2023, 1867-1876, 2023	5*	2023
Embedded stochastic-computing accelerator architecture and method for convolutional neural networks M Najafi, SR Hojabrossadati, K Givaki, SMR Tayaranian, P Esfahanian, ... US Patent App. 17/159,347, 2021	5	2021
Efficient Fine-Tuning of Compressed Language Models with Learners D Vucetic, M Tayaranian, M Ziaeefard, JJ Clark, BH Meyer, WJ Gross arXiv preprint arXiv:2208.02070, 2022	4	2022
Automatic Pruning of Fine-tuning Datasets for Transformer-based Language Models M Tayaranian, SH Mozafari, BH Meyer, JJ Clark, WJ Gross arXiv preprint arXiv:2407.08887, 2024		2024
Faster Inference of Integer SWIN Transformer by Removing the GELU Activation M Tayaranian, SH Mozafari, JJ Clark, B Meyer, W Gross arXiv preprint arXiv:2402.01169, 2024		2024

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