publications

publications by categories in reversed chronological order. * denotes equal author contribution.

2026

  1. mobiquant.png
    MoBiQuant: Mixture-of-Bits Quantization for Token-Adaptive Any-Precision LLM
    Dongwei Wang*, Jinhee Kim*, Seokho Han*, and 8 more authors
    arXiv preprint arXiv:2602.20191, 2026
    Code
  2. 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
    Advances in Neural Information Processing Systems, 2026
    Code

2025

  1. banana.jpg
    Row-Column Hybrid Grouping for Fault-Resilient Multi-Bit Weight Representation on IMC Arrays
    Kang Eun Jeon, Sangheum Yeon, Jinhee Kim, and 3 more authors
    arXiv preprint arXiv:2508.15685, 2025
  2. MSQ.png
    MSQ: Memory-Efficient Bit Sparsification Quantization
    Seokho Han, Seoyeon Yoon, Jinhee Kim, and 4 more authors
    In Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025
  3. truncquant.png
    TruncQuant: Truncation-Ready Quantization for DNNs with Flexible Weight Bit Precision
    Jinhee Kim*, Seoyeon Yoon*, Taeho Lee, and 3 more authors
    In 2025 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2025
    Code
  4. memhd.png
    MEMHD: Memory-Efficient Multi-Centroid Hyperdimensional Computing for Fully-Utilized In-Memory Computing Architectures
    Do Yeong Kang, Yeong Hwan Oh, Chanwook Hwang, and 3 more authors
    In 2025 Design, Automation & Test in Europe Conference (DATE), 2025