Efficient Fine-Tuning of BERT Models on the Edge. - Danilo Vucetic; Mohammadreza Tayaranian; Maryam Ziaeefard; James J. Clark; Brett H. Meyer; Warren J. Gross (ISCAS, 2022)

Is Integer Arithmetic Enough for Deep Learning Training? - Alireza Ghaffari; Marzieh S. Tahaei; Mohammadreza Tayaranian; Masoud Asgharian; Vahid Partovi Nia (NeurIPS, 2022)

Efficient Fine-Tuning of Compressed Language Models with Learners. - Danilo Vucetic; Mohammadreza Tayaranian; Maryam Ziaeefard; James J. Clark; Brett H. Meyer; Warren J. Gross (CoRR, 2022)

Integer Fine-tuning of Transformer-based Models. - Mohammadreza Tayaranian; Alireza Ghaffari; Marzieh S. Tahaei; Mehdi Rezagholizadeh; Masoud Asgharian; Vahid Partovi Nia (CoRR, 2022)

Towards Fine-tuning Pre-trained Language Models with Integer Forward and Backward Propagation. - Mohammadreza Tayaranian; Alireza Ghaffari; Marzieh S. Tahaei; Mehdi Rezagholizadeh; Masoud Asgharian; Vahid Partovi Nia (EACL (Findings), 2023)

Parameter Efficient Fine-tuning of Transformer-Based Language Models Using Dataset Pruning. - Sayed Mohammadreza Tayaranian Hosseini; Seyyed Hasan Mozafari; James Clark; Brett H. Meyer; Warren J. Gross (IEEECONF, 2024)

Automatic Pruning of Fine-tuning Datasets for Transformer-based Language Models. - Sayed Mohammadreza Tayaranian Hosseini; Seyyed Hasan Mozafari; Brett H. Meyer; James J. Clark; Warren J. Gross (CoLLAs, 2024)

Faster Inference of Integer SWIN Transformer by Removing the GELU Activation. - Mohammadreza Tayaranian; Seyyed Hasan Mozafari; James J. Clark; Brett H. Meyer; Warren J. Gross (CoRR, 2024)