Mohammadreza Tayaranian

According to our database, Mohammadreza Tayaranian authored at least 9 papers between 2022 and 2026.

Collaborative distances:

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

2026

InnerQ: Hardware-aware Tuning-free Quantization of KV Cache for Large Language Models.

Sayed Mohammadreza Tayaranian Hosseini, Amir Ardakani, Warren J. Gross

CoRR, February, 2026

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

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

Proceedings of the Conference on Lifelong Learning Agents, 2024

Parameter Efficient Fine-tuning of Transformer-Based Language Models Using Dataset Pruning.

Sayed Mohammadreza Tayaranian Hosseini, Seyyed Hasan Mozafari, James J. Clark, Brett H. Meyer, Warren J. Gross

Proceedings of the 58th Asilomar Conference on Signals, 2024

2023

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

Proceedings of the Findings of the Association for Computational Linguistics: EACL 2023, 2023

2022

Integer Fine-tuning of Transformer-based Models.

Mohammadreza Tayaranian, Alireza Ghaffari, Marzieh S. Tahaei, Mehdi Rezagholizadeh, Masoud Asgharian, Vahid Partovi Nia

CoRR, 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

Is Integer Arithmetic Enough for Deep Learning Training?

Alireza Ghaffari, Marzieh S. Tahaei, Mohammadreza Tayaranian, Masoud Asgharian, Vahid Partovi Nia

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Efficient Fine-Tuning of BERT Models on the Edge.

Danilo Vucetic, Mohammadreza Tayaranian, Maryam Ziaeefard, James J. Clark, Brett H. Meyer, Warren J. Gross

Proceedings of the IEEE International Symposium on Circuits and Systems, 2022