Jung Hwan Heo

Researcher, University of Southern California

Joined

November 2022

Names

Jung Hwan Heo (Preferred)

Emails

****@usc.edu (Confirmed)

,

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Researcher

University of Southern California (usc.edu)

2019 – Present

Advisors, Relations & Conflicts

Coworker

Present

Expertise

model compression

,

efficient deep learning

,

pruning

,

quantization

Present

Publications

SNT: Sharpness-Minimizing Network Transformation for Fast Compression-friendly Pretraining
Jung Hwan Heo, Seyedarmin Azizi, Arash Fayyazi, Mahdi Nazemi, Massoud Pedram
- Published: 01 Jan 2023, Last Modified: 09 Nov 2023
- CoRR 2023
- Readers: Everyone
A Fast Training-Free Compression Framework for Vision Transformers
Jung Hwan Heo, Arash Fayyazi, Mahdi Nazemi, Massoud Pedram
- Published: 01 Jan 2023, Last Modified: 09 Nov 2023
- CoRR 2023
- Readers: Everyone
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
- Published: 01 Jan 2023, Last Modified: 28 Jan 2024
- CoRR 2023
- Readers: Everyone
Sparse Periodic Systolic Dataflow for Lowering Latency and Power Dissipation of Convolutional Neural Network Accelerators
Jung Hwan Heo, Arash Fayyazi, Amirhossein Esmaili, Massoud Pedram
- 2022 (modified: 09 Nov 2022)
- ISLPED 2022
- Readers: Everyone

Co-Authors