Research

Publications

Papers and awards in industrial AI, anomaly detection, and engineering.

2026

Preprint
The Entropic Bound for Transformers: Why Static Rank Fails and Attention-Native Rank Recovers
Byeong Hoon Yoon
arXiv preprint (arXiv:2607.23050)
arXiv →PDF →DOI →Code →
Preprint
Learning to Allocate: Dynamic Subspace Policies for Continual Learning
Byeong Hoon Yoon
Manuscript (under review)
Preprint
Neural Subspace Reallocation: Continual Learning as Retrieval-Based Subspace Memory Management
Byeong Hoon Yoon
arXiv preprint (arXiv:2606.30067)
arXiv →PDF →Code →

Journal
Self-supervised Drift-Resilient Classification for Time Series Industrial Anomaly Detection
Byeong Hoon Yoon, et al.
IEEE Access (Accepted for Publication)
IEEE Xplore →

Award
Wireless Stereo Transmitter and Receiver System
Byeong Hoon Yoon
Gold Prize