Jinhee Kim

PhD Student @ Duke ECE

prof_pic.jpg

first.last at duke.edu

Hi! I’m a PhD student in the CEI Group at Duke ECE, where I’m fortunate to be advised by Prof. Yiran Chen. Before coming to Duke, I was part of the IRIS Lab at Sungkyunkwan University.

My research interests include Efficient Machine Learning, Adaptive Deep Learning Inference, and Model Quantization.

selected publications

  1. emqnet.png
    Efficient Multi-bit Quantization Network Training via Weight Bias Correction and Bit-wise Coreset Sampling
    Jinhee Kim*, Jae Jun An*, Kang Eun Jeon, and 1 more author
    arXiv preprint arXiv:2510.20673, 2025
    arXiv Code
  2. truncquant.png
    TruncQuant: Truncation-Ready Quantization for DNNs with Flexible Weight Bit Precision
    Jinhee Kim*, Seoyeon Yoon*, Taeho Lee, and 3 more authors
    arXiv preprint arXiv:2506.11431, 2025
    arXiv Code

news

Sep 18, 2025 EMQNet ↵ Project code is accepted at NeurIPS 2025. EMQNet reduces the training time of multi-bit networks by up to ~7.88x! Also grateful to receive the NeurIPS 2025 Scholar Award.
Aug 30, 2025 Very excited to join Duke ECE as a PhD student in Fall ‘25! :banana: :airplane:
May 19, 2025 TruncQuant ↵ Project code is accepted at ISLPED 2025. TruncQuant enables low-bit inference via simple truncation (bit-shifting) of LSBs. No quantization function, no floating-point operations, and no memory movement—just lightweight integer logic!
Jul 18, 2024 Honored to receive the top AI Undergraduate Paper Award at the Summer Annual Conference of IEIE, and the Cross-disciplinary Research Award at SKKU’s research competition. ↵link