Eunji Kwon

According to our database, Eunji Kwon authored at least 13 papers between 2019 and 2024.

Collaborative distances:

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

2024

Mobile Transformer Accelerator Exploiting Various Line Sparsity and Tile-Based Dynamic Quantization.

Eunji Kwon, Jongho Yoon, Seokhyeong Kang

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., June, 2024

ViT- ToGo: Vision Transformer Accelerator with Grouped Token Pruning.

Seungju Lee, Kyumin Cho, Eunji Kwon, Sejin Park, Seojeong Kim, Seokhyeong Kang

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

RL-PTQ: RL-based Mixed Precision Quantization for Hybrid Vision Transformers.

Eunji Kwon, Minxuan Zhou, Weihong Xu, Tajana Rosing, Seokhyeong Kang

Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024

2023

FPGA-Based Accelerator for Rank-Enhanced and Highly-Pruned Block-Circulant Neural Networks.

Haena Song, Jongho Yoon, Dohun Kim, Eunji Kwon, Tae-Hyun Oh, Seokhyeong Kang

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

Mobile Accelerator Exploiting Sparsity of Multi-Heads, Lines, and Blocks in Transformers in Computer Vision.

Eunji Kwon, Haena Song, Jihye Park, Seokhyeong Kang

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

2022

Adaptive FSP: Adaptive Architecture Search with Filter Shape Pruning.

Aeri Kim, Seungju Lee, Eunji Kwon, Seokhyeong Kang

Proceedings of the Computer Vision - ACCV 2022, 2022

2021

Reinforcement Learning-Based Power Management Policy for Mobile Device Systems.

Eunji Kwon, Sodam Han, Yoonho Park, Jongho Yoon, Seokhyeong Kang

IEEE Trans. Circuits Syst. I Regul. Pap., 2021

MDARTS: Multi-objective Differentiable Neural Architecture Search.

Sunghoon Kim, Hyun-jeong Kwon, Eunji Kwon, Youngchang Choi, Tae-Hyun Oh, Seokhyeong Kang

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

Approach to Improve the Performance Using Bit-level Sparsity in Neural Networks.

Yesung Kang, Eunji Kwon, Seunggyu Lee, Younghoon Byun, Youngjoo Lee, Seokhyeong Kang

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

2020

GRLC: grid-based run-length compression for energy-efficient CNN accelerator.

Yoonho Park, Yesung Kang, Sunghoon Kim, Eunji Kwon, Seokhyeong Kang

Proceedings of the ISLPED '20: ACM/IEEE International Symposium on Low Power Electronics and Design, 2020

Analysis and Solution of CNN Accuracy Reduction over Channel Loop Tiling.

Yesung Kang, Yoonho Park, Sunghoon Kim, Eunji Kwon, Taeho Lim, Sangyun Oh, Mingyu Woo, Seokhyeong Kang

Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020

Late Breaking Results: Reinforcement Learning-based Power Management Policy for Mobile Device Systems.

Eunji Kwon, Sodam Han, Yoonho Park, Young Hwan Kim, Seokhyeong Kang

Proceedings of the 57th ACM/IEEE Design Automation Conference, 2020

2019

Outlier-aware Time-multiplexing MAC for Higher Energy-Efficiency on CNNs.

Eunji Kwon, Yesung Kang, Seokhyeong Kang

Proceedings of the 2019 International SoC Design Conference, 2019