Jung Hwan Heo

According to our database, Jung Hwan Heo authored at least 5 papers between 2022 and 2026.

Collaborative distances:

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

2026

SAW-INT4: System-Aware 4-Bit KV-Cache Quantization for Real-World LLM Serving.

Jinda Jia, Jisen Li, Zhongzhu Zhou, Jung Hwan Heo, Jue Wang, Tri Dao, Shuaiwen Leon Song, Ben Athiwaratkun, Chenfeng Xu, Tianyi Zhang, Xiaoxia Wu

CoRR, April, 2026

2024

Rethinking Channel Dimensions to Isolate Outliers for Low-bit Weight Quantization of Large Language Models.

Jung Hwan Heo, Jeonghoon Kim, Beomseok Kwon, Byeongwook Kim, Se Jung Kwon, Dongsoo Lee

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

SNT: Sharpness-Minimizing Network Transformation for Fast Compression-friendly Pretraining.

Jung Hwan Heo, Seyedarmin Azizi, Arash Fayyazi, Mahdi Nazemi, Massoud Pedram

CoRR, 2023

A Fast Training-Free Compression Framework for Vision Transformers.

Jung Hwan Heo, Arash Fayyazi, Mahdi Nazemi, Massoud Pedram

CoRR, 2023

2022

Sparse Periodic Systolic Dataflow for Lowering Latency and Power Dissipation of Convolutional Neural Network Accelerators.

Jung Hwan Heo, Arash Fayyazi, Amirhossein Esmaili, Massoud Pedram

Proceedings of the ISLPED '22: ACM/IEEE International Symposium on Low Power Electronics and Design, Boston, MA, USA, August 1, 2022