Quasar-ViT: Hardware-Oriented Quantization-Aware Architecture Search for Vision Transformers

Author:

Li Zhengang1ORCID,Lu Alec2ORCID,Xie Yanyue3ORCID,Kong Zhenglun1ORCID,Sun Mengshu4ORCID,Tang Hao5ORCID,Xue Zhong Jia2ORCID,Dong Peiyan3ORCID,Ding Caiwen6ORCID,Wang Yanzhi3ORCID,Lin Xue3ORCID,Fang Zhenman2ORCID

Affiliation:

1. Northeastern University, USA

2. Simon Fraser University, Canada

3. Northeastern University, United States of America

4. Beijing University of Technology, China

5. ETH Zurich, Switzerland

6. University of Connecticut, United States of America

Funder

National Science Foundation

Army Research Office/Army Research Laboratory

NSERC Discovery

CFI John R. Evans Leaders Fund

SRC Artificial Intelligence Hardware program

NSERC Alliance

BC Knowledge Development Fund

Publisher

ACM

Reference70 articles.

1. BinaryBERT: Pushing the Limit of BERT Quantization

2. Bowen Baker, Otkrist Gupta, Nikhil Naik, and Ramesh Raskar. 2017. Designing Neural Network Architectures using Reinforcement Learning. In International Conference on Learning Representations (ICLR).

3. Gabriel Bender, Pieter-Jan Kindermans, Barret Zoph, Vijay Vasudevan, and Quoc Le. 2018. Understanding and simplifying one-shot architecture search. In Proceedings of the International Conference on Machine Learning (ICML). 550–559.

4. Efficient Architecture Search by Network Transformation

5. Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework

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