Author

Jinhee Kim

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#edge computing Nov 2026

Multicentroid Hyperdimensional Computing for Compact IMC Arrays via Dimension Pruning

The implementation of hyperdimensional computing (HDC) on in-memory computing (IMC) architectures faces fundamental challenges due to dimensional mismatches between high-dimensional vectors and IMC array constraints. Traditional HDC approaches utilize vectors that exceed IMC array dimensions, causing computational reso...

Donku Kang, Y. Oh, Chanwook Hwang et al. · IEEE Internet of Things Jour... · 0 citations

Preprint Aug 2026

TASQ: Temporal-Adaptive Bit Sparsification Quantization for Diffusion Models

Temporal-Adaptive Bit Sparsification Quantization (TASQ) achieves quality comparable to static quantization with less computation, and together with the Temporal-Precision Engine, it reduces execution cycles by 25 to 50 percent over static quantization.

Seokho Han, Dong-Wei Wang, Jinhee Kim et al. · 0 citations

Preprint Aug 2026

LowRankArena: A Standardized Evaluation Platform for SVD-Based LLM Compression

LowRankArena is presented, a standardized evaluation platform for SVD-based LLM compression that unifies task versions, uniform-precision compression budgets, comparison regimes, and inference measurements, and provides a reproducible pipeline with over 3 TiB released compressed checkpoints.

Zi-Shan Shao, Li-Xun Zhang, Kang-Ning Cui et al. · 0 citations